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giant/analysis/validation.ipynb
T
lars 25718f175e Fix ruff, ty, and pytest failures; apply ruff format
Removes unused imports and an ambiguous variable name, narrows
Optional types before use so ty's flow analysis is satisfied, swaps
sum() over polars expressions for pl.sum_horizontal to avoid the
Literal[0] fallback type, and converts numpy bin edges to plain lists
before passing to matplotlib's hist (whose stub only accepts
Sequence[float]). Also applies ruff format across the repo, which had
drifted out of sync with the formatter.

Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
2026-07-02 16:59:22 +02:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "bb22f42a",
"metadata": {},
"outputs": [],
"source": [
"# Auto-reload edited modules (e.g. giant.analysis) without restarting the kernel.\n",
"%load_ext autoreload\n",
"%autoreload 2"
]
},
{
"cell_type": "markdown",
"id": "f65c3ad9",
"metadata": {},
"source": [
"# GIANT validation notebook\n",
"\n",
"Diagnostics for a trained checkpoint's sample quality, run against `giant predict --coord local` output (`pred_*`/`true_*` columns, denormalized but still local-frame/log-scaled — see `giant.analysis`'s module docstring). Four tiers, each building on the last:\n",
"\n",
"1. **stratified marginals** — per-dimension real-vs-generated, sliced by pdg/material/energy\n",
"2. **joint structure** — correlation matrices, physically-coupled pairwise plots, direction alignment\n",
"3. **physical constraints** — unit-norm directions, non-negative step_length/delta_e/edep\n",
"4. **event-level (shower) observables** — total energy, longitudinal/transverse profiles, shower-max depth, in world-frame physical units (mm, MeV)\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "1b65ca80",
"metadata": {},
"outputs": [],
"source": [
"from giant.analysis import load_predicted_local, plot_kl_bars_pl\n",
"\n",
"# Predict parquet produced by `giant predict --coord local --checkpoint ...`,\n",
"# carrying both pred_*/true_* columns so real vs. generated can be compared.\n",
"FILE = \"/home/lars/Programming/giant/20260629T131138.parquet\""
]
},
{
"cell_type": "markdown",
"id": "82142e6b",
"metadata": {},
"source": [
"## Tier 1: stratified marginals\n",
"\n",
"KL(real || generated) per target dimension, computed lazily straight from the parquet over every row in the file."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "f2752229",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_106965/3415847466.py:7: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
" fig.show()\n",
"/tmp/ipykernel_106965/3415847466.py:7: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
" fig.show()\n",
"/tmp/ipykernel_106965/3415847466.py:7: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
" fig.show()\n",
"/tmp/ipykernel_106965/3415847466.py:7: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
" fig.show()\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 800x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# KL(real || generated) per target dimension, read lazily straight from the\n",
"# parquet (no SampleCollection, no row subsampling) so this covers every row\n",
"# in the file regardless of size. \"energy\"/\"pdg\"/\"material\" stratify the\n",
"# aggregate check so a failure hidden by the overall KL doesn't go unnoticed.\n",
"for grouping in [None, \"energy\", \"pdg\", \"material\"]:\n",
" fig = plot_kl_bars_pl(FILE, group_by=grouping)\n",
" fig.show()"
]
},
{
"cell_type": "markdown",
"id": "22c67dc4",
"metadata": {},
"source": [
"## Detailed marginals, correlation & constraints (Tiers 13, in-memory sample)\n",
"\n",
"The richer per-row diagnostics below (overlaid histograms, correlation matrices, pairwise scatter, direction alignment, constraint violations) need `real_raw`/`gen_raw` materialized as numpy arrays, so they run on a `SampleCollection` built from a 50% row sample rather than the lazy, full-file path used above."
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "6f0903ac",
"metadata": {},
"outputs": [],
"source": [
"# Tier 2/3 plots need real_raw/gen_raw arrays in memory (per-row scatter,\n",
"# correlation matrices, ...), not just lazy aggregates, so they're built on\n",
"# a SampleCollection rather than the FILE path directly (see the next cell).\n",
"from giant.analysis import plot_marginals, plot_correlation_matrices, plot_pairwise\n",
"from giant.analysis import plot_direction_alignment, plot_constraint_violations"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "6d292c9c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 3150x280 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# sample_frac=0.5 keeps this a manageable in-memory size — fine for these\n",
"# per-row diagnostics, unlike the event-level checks further down, which\n",
"# need every row of an event present to sum correctly.\n",
"samples = load_predicted_local(FILE, sample_frac=0.125)\n",
"_ = plot_marginals(samples)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "79e066b1",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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qcImpucpLyrC+DvH3tkmcANCyFRQU6J///Kf++9//yhij7t27263k8+ijj2rOnDm64IILtGPHDsXExGj58uUKCQmRJN10001233fvvffq/vvvlyRNnz5dixYtUnh4uFatWuWAT1cZMRGAsz311FOaP3++jDHKzs7WsWPHKvVZsmSJxo0bp7PPPlvHjh1TYWGhli9fru7du0uSHnnkEc2fP7/S+4YNG6bFixdLkhYuXKj77rtPnp6e+uijjxzwySoj5gIAAAAA0LIwORfNXfkH/glHsxRSeETzhkYpJrTknpdnbqrarZou9+W5tm/08pPaXUgCBIBqHT6wS1kVEhGcIbJdV5vEhwTJploEADRnjqzKU8aSniAlB5xqIHEWLRyLLQCureICEbFue3WpRQosXRjCldU6IUKSkpOTNWvWLLVt21YzZ87U3XffrQ0bNuiCCy7QCy+8YJ04Wxt79+7Vl19+qZ49e6p//8onGsYYff3119q9e7c6duyogQMH2qxWvm/fPp08ebLS+yIjIxUQEKDJkyfr4MGD2r17t3bt2qWxY8fW5aO6vLJ/XJ98uUYJK3dY23M9g/X2tJFMRgMgScrPz1eHDh20detW3XvvvUpISKjU59tvv9VDDz2kVatWafDgwcrMzNT555+v++67TwsWLJAkffLJJzUea968eZo3b54++ugjjR49Wj/++GOjfCZ7ymLisyt3aOuKU+Wrfb08tGraIGIiAIfx9vbW119/rQ8//FCPPfZYpe2HDx/WHXfcoTlz5mjy5MkqLi7WsGHDdMcdd+jbb7+VJM2ZM0dz5syp9jiTJk3SpEmT9Pvvv2vIkCFKTEy0qTLRmIi5AAAAAAAAaOrKJz9I0vHsAk18+yfrA/8oHdMqy73yW1+hkquXn3Tzh5Jf2Kk2JrUBqMHhA7sU+PrFinSzjSk5xqKAkDZOG1d56fu3qPyTZFZNR0vC5Fw0hiKfUOUYi2LWTpbWnmov9vSV+6RNnD+ixWKxBcC1pWUXKLewSC+M6q0uEQHyORYkfSxFBFicPbQa1Skh4s4771SrVq2Um5uryy67TB06dND8+fMVHx+vqVOn6o033qhxH4mJiZowYYK2b9+uEydOaNSoUZUSIgoKCjR8+HBt3rxZAwYM0LfffqsePXros88+k4+PjyRp9OjRSklJqbT/uXPnatiwYZKke+65Rxs2bFBMTIwGDBhQl4/q8iIiolTs6au5mmfTnmMsSjxyrhTc02ljA+A6WrVqpSlTplTb55133tE555yjwYMHS5ICAwM1fvx4zZo1S/PmzZOHh0eNx5kwYYImTpyoyMhI7du3r9r35OfnKz//1M2+zMzMOn0me8q+cF+5IkD5wSUny4mpubp/RbLSsguYnAvAYf7xj39Uu/3DDz+Uu7u7JkyYIElyd3fXP/7xDw0dOlS7d+9W586dazzGfffdpyuvvFI9evTQ7t27VVhYaJM4XB4xFwAAAAAAAC1dTckPZTp5pemZ4dEK8vWSJT1FfmvzpesXSmHdTnUi+QHAachKO6JIt3z9eO5TCm7fy9ruCkkHASFtlGMs6vPzDJtKETnGosNjv3X6+ABHYHJu8+MKVXkC2nTU1cX/lu/JdGtbF7ckzdU8HT2arAjOKQEALqxLRIB6RQdJbgG16O0a6pQQ8fXXX2v//v1yc3NTSEiIli1bpoiICHXt2lV9+vSp1T4KCwsVFxenK6+8UhdddJHdPvPmzdPGjRv1+++/Kzo6WocOHdJZZ52luXPnasaMGZKkDRs2VHkMY4wk6eOPP5Ykvfzyy5o2bZrefffdunxc1xYcU5ItmnPc2pS4a7Ni1k6WR16qU4cGoGn57bffdPbZZ9u0nX322crKytLevXvVpUuXGvcxZswY3XXXXTp48KD+9Kc/6c0336yy75w5czR79uwGGbuVX2vJy68ks75UF0mrLBYlZvWVxE0LAK7ht99+U7du3axJviqNuZL0+++/1yohYuzYsbrnnnv022+/qWvXrvroo4/k6Wn/tJ6YCwAAAAAAgJbkdJIfJMkzN1XtVk2X+/LcU528/KR2F5IAAadgtfKmrWIsSknNVRdJwe17qcs5/at9r6NFtuuqw2O/VXKFicN9fp5R0kZCBIAmxlWq8kQH++rtaSNtvw92/iCtn6fM3EJFOGwkAAC0DHVKiAgNDVVubq6ioqIkSRERJV/NrVq1UmFhYa320alTJ3Xq1KnaPkuWLNHw4cMVHR0tSWrbtq1uuOEGLVmyxJoQUZ3c3Fzdcsst+sc//iEfHx9t3LhRISEhVfZvjJVzHSI4xuYGXH5KllS6Qm9eUoa1PcTfm5V6AVQpIyOjUoxs3bq1JCk9Pb2Kd9nq37+/Nm7cWKu+M2fO1NSpU62vMzMzFRNTz4cJwTFS3A8kiQFweQ0Rc7t27arly5fXqi8xFwAAAAAAAM1VbZMffL089OYd56u1v7ckySsrSV3fH2ub/KDSBIibP5T8wkpeUw0CTsRq5U1XUnquxjz3YaUVwS/1lgJLk7BcTWS7rjaJDwmS9LPt3BPmnQBoKlypKk90sK9N7Ew4RhwFALi+KB2Tz7HfS6pDHNvp7OHUWp0SIqZNm6b4+Hg9/vjjNgkQ//vf/3TjjTc22KC2bt2qG264waatZ8+eeuONN2r1fj8/P9155526//77lZWVpQEDBuiRRx6psn+jrJzrBGUXz8+u3KGtK07d/PP18tCqaYO4OAVgl8ViUU5Ojk1bVlZJglX5Fcwb8ngWi6XhV7apIkkMAFwJMRcAAAAAAACoWcVkh4pqm/wgSWFFRxXpmXSqU/5O6WSudP1CKazbqXYSIACchorxKmnfTn3mPlV+FtuVyYs9fRUREeWEEdZd2dyTT75co4SVOyRJuZ7BenvaSOadAGgyXLEqT5n0/VtKks9KOSNZA3AWKqEBrsXe9cwqy73y+7jc9YyXX8k9ExdXp4SIuLg47d69u+SNnqfe6uPjo6effrpBBmSMUVZWloKDg23aQ0JCVFBQoLy8vFpNFhs6dKiGDh1aq2M2ysq5ThARYJEkzf1rb+WFnSVJSjiapSlLNystu4ALUwB2derUSQcOHLBpO3DggNzc3NShQ4dGOy4r2wBoiTp16qRVq1bZtJXF4JqqqNUHMRcAAAAAAACuqraVHiqqVfJDzjFp6Rip0HaREnn5Se0uJAECQJ3UJl7Fuu3VUEu+Uq+IV2i7UyuTuzehpKuIiCgVe/pqruZZ23KMRV9v7a60DqcSyagageaCyblN2+EDu5SVdsT6On3/FqeOpzoBIW2UYyzq8/MM6edT7TnGosNjvyUpAi0CcxcA15GUnqshz62v+XqmiVzL1Ckhwt3dXV27lnzxGmMkSW5ubvrLX/7SYANyc3OTxWLRiRMnbNozMzPl7u4ui8XSYMcq02gr5zpJF7fkklIlknzcsxSlY84eEgAXduWVV+ruu+9WSkqKwsPDJUn//e9/NWDAAAUEBDTacZtLzAWAurjyyiv18MMPa8OGDbrwwgul0pgbERGhc889t9GOS8wFAAAAAAD1xf0F1FVNVR5Ux0oPFdUp+eHmDyW/sFNtTeRhPgDXYW+ykCR18krTM8OjFVRaVcGSHiCtVcnkoajeThptPQXHyH3SJinnuCQp9cAWhS6P0/99/pESTLS1W65nsGaNGWoTq0mSQFPE5Nym6/CBXQp8/WJFutlW5ckxFgWEtHHauKoS2a6rDo/9VskVEjj6/DyjpI2ECACAA6VlFyi3sEgvjOqtLhGlc86PBUkfN83rmTolRGRlZenJJ5/UkiVLlJiYKEmKiYnR6NGjdd9998nf379BBtW1a1ft3bvXpm3v3r3q3Lmz3NzcGuQYzZJf65Ibeh/daW3qImmVxaKv9/WURKY+0BJ98cUXys7O1r59+5SSkqIPPvhAknTDDTdIksaMGaNXXnlFQ4cO1YQJE7Rp0yatWLFC69ata9RxcVMBQHP07bff6tChQ/r1119VUFBgjbmXX365AgMDdf755+umm27SjTfeqH/+8586cuSInn76ab3xxhs2FdgaGjEXAAAAAADUF/cXUJ3TrfKgKpIfKj3LTE+0TsyVSH4A4BjlY1vC0SyFFB7RvKFRigktiU+eualqt2q63Jfn2r7Ry68k9jRlwTHW2Bnq11rFq2wrRqh0wvHERVN03ARa23I9g/X2tJHMRwHQKCqec6bs3qdL3fL147lPKbj9qao8ASFtXLbaQmS7rjaJDwmS9HNJYkRCuX6u/BkAAM1Ll4gA9Youvdfn1ngLaDe2Os26uvXWW5Wfn6+33nrLmpyQkJCgJ554Qrfddpvef//9BhnUtddeq3feeUdPPvmk/Pz8lJubqw8//FAjR45skP1XpcnfyA2OkeJ+sLkZWJap/+Jn32urOWpt9/Xy0Kppg7gIBVqATz/9VEePHlVwcLCCg4O1ZMkSqVxChJeXl9auXat58+bpq6++Unh4uH788Uf16tWrhj3XD6uJAWiOvv76a/34449SaRJEWcy94IILFBhY8kDgzTff1KJFi7R+/Xr5+flp1apVGjRoUKOOi5gLAAAAAACA09HYVR5U1UJu6YlScukzT5IfADhBxYoQUTqmVZZ75bfedhXyFhGLKlSMkEpis8+Sm/WW21M2XXOMRYlHzpWCezp+nACanfLnosezCzT77RXyPZlu3d7FLUmXekvtevxJEd0ucOJIT19ASBvlGIv6/DxD+vlUe46xaOPwLxUQ0UFi8WMAAGpUp4SIzz//XElJSWrd+lQme0REhBYtWqSYmNpdzJ08eVKvvfaaJOno0aPaunWrXnnlFYWGhurGG2+UJE2fPl3vv/++Bg8erGuvvVaff/653NzcNGPGjLp9ujpqFhPFymXpS1Jo6X/n/rW38sLOkkpXLpiydLPSsgs4UQJagHnz5tXYx9/fX/fee69DxlOmySehAYAd9913X419PDw8NHbsWI0dO9YhYxIxFwAAAAAAALVUcdJZg1Z5qEr55AdVkQDREiYcA+U0i7kLTVxadoFNRQhLeor81uZL1y+Uwrqd6thSYlGFuSiSKiVJJO7arJi1k5WcnKTCgGhrO5N4AZyOKhPTLLaJacWevoqIiHLSKOsvsl1XHR77rZLTjljbCg9v15kbpum995cowZTE01zPYM0aM/T0zrcBALCz6EXC0Synjqeh1SkhIjIyUt9++62uvfZam/bvvvtOkZGRtdpHUVGRNm/eLJWumitJmzdvVnR0uYuhkBD9+OOPeuONN7R7926NHDlSt99+u4KDg+sy3DprzhPFuoQHSFHN6zMBAAAAAAAAAAAAqNnpVnqoV5UHe9ITK60wXqvqDy1lwjFQqjnPXWgqvLKSKleE8PKT2l1IPCpTIUnCklXy/+rZlTu0dcWp7xxfLw+tmjaISbsAqmVvkmZtEtPcm8F5YmS7rlK7rqca2rdX8aYHNFenFkDNMRYN+c8zStapBGHiKwCgtiomGpbp5JWmiOztUrKlpOHYTucMsAHUKSHi+eef15gxY3TOOeeoa9euMsYoISFBv/32m956661a7cNiseiVV16psV9gYKAmT55cl+HVG6ssAIDjEHMBwHGIuQAAAAAAAE1fbZIa7KlPpYfTrvJgT22TH0QCBADHqxhjU5KT1N0tX4mXzlVM194ljcSmakUElEyieuWKAOUHlyTyJKbm6v4VyUrLLmDCLoAq2Zukaa0I0RIT04JjbKvwHNspv4/u1NIrDfEVTR5zFwDnSMsuUG5hkV4Y1VtdIgKk0iTwru+Plfu7ubadvfxKrn2amDolRIwYMUKXXXaZ/u///k8HDhyQJP35z3/WsGHDFBgY2FhjdJiWtspCxXInlNEC4EgtLeYCgDMRcwEAAAAAQHlDhw7V/v37FR0drdWrVzt7OC3O6SQ21CWpwZ4GrfRQ2yoP9pD8AMAF2ZuIG+u2V5daJEvbM6Wo3k4dX5Ph11ry8lPM2lOLn3aRtMpiUWJWX0k8n4BrYnKu86VlF9hUg5BkvyJESzpvLF+Fp5r4+vW+npJOVcxg/h9cHXMXAOfqEhGgXtGlv3vJe6WTuZWqLzXV79s6JURIUlBQkEaPHt04o0HjKVfGJCI7X5280jRl6WabLpTRAgAAAAAAAAAAaP7mz5+v5ORk3Xzzzc4eSpPliGoNFdU2qcGeBqv0UJcqD/Y00YfqQH388ssvOnLkiFS64KSHh4ezh4QK7K2W6nMsSPr4VNUD1EJwjBT3g03SXOKuzYpZO1nJyUkqDIi2tjNhF66EybnO55WVVLkahFpQRYia2ImvqQe2KHR5nF787HttNUet7cz/AwDIzn2rigvo2wjr1iySwOucEFFe7969tXnz5lr0bBqaZcZvaYaoPrrT2hQhaZXFV7tuXmO94Ew4mqUpSzdTRguAwzTLmAsALoqYCwAAAABA01JcXKxDhw4pKChIAQEBdvsUFhYqIyNDrVu3lpubW53236lTJ/n5+TXQaE9TxSoD9tRy8vzpJiecLkdVa6jI7uTR2vx/lKSc0p9q+9Sy0gNVHoA6+fTTT/Xdd99pzZo1Sk1NrTKuw7midEy93Peqi1vp349bsrOH1DSVX9FckiWrZHLzsyt3aOuKU9/VTNgFWraK5+8pyUnq7pavxEvnKqZruQmZnGOeUiG+hpb+d+5feysv7CyJ+X8AgFL2KuCp9Bw85DQW2Wgq6pUQ8euvvzbcSFxAs8z4tZMhqmM75f7RnereqkCKaiafE0CT0yxjLgC4KGIuAAAAAABNQ2pqqhYsWKCFCxdq3759+ve//60pU6bY9DHGaObMmXrppZfk5uamgIAAzZ07V6NGjZIk5eTk6Nxzz7W7/w8//FCxsbEO+SzVSk9U8ct95X4yt9puxZ6+OjDkVZ30Da2yT0ZuoZ74/A/lnSxuhIFWraenu/41/EwF+XpV26/IJ9RmRWxJCis6qkjPpLoftGJSQ20TGOqiNpUemJgG1MlDDz0kSQoLq6GCChym4kTcpH07S1Ym/9jOyuR+rR0/wGakrMIGE3YBlLE3STPWba8utUiWtmc2ixWqHamLW7JUmszn456lKB1z9pDQghw/fly7du2SJHXu3Fnh4eHOHhKAKirgqex+VM6OU/eWju102hgbQ70SItBEVMgQBYCWJDE1V3lJGdbXlF8FgMZDzAUAAAAAoH7Wr1+vjIwMrV69Wn379rXb5+WXX9b8+fO1bt069enTR6+++qpuuukmde/eXb1795avr68++eQTu+/t0KFDI3+C2jl6NFkRJ3M1ueBuJZhou31au2XqFfOCOiwfU+P+PvSQ5NEIA63J8lr08fKTRr19KsGgoZMYapPAUBckO6AF+uqrr/T555/r3HPPtSaXlZeXl6clS5Zo165dat++vUaPHq1WrVpZt69fv165uZUTvM466yxFR9uPcXCeqibiDrXkK/WKeIW263WqMzGxwTBhF0CZtOwChRQe0byhUYoJLXmOaEkPkNaeSqJCLfi1LrkW+OhOa1MXSassFiVm9ZXEInlofL/88oseeOAB7du3T4899pjGjRvn7CEBKKdLRIB6RZd+H6QnSvEDK9+PakZJ4HVOiOjVq1eVr7ds2dIwo3KS+Ph4xcfHq6jo9MrbNgcJR7Osf2YCG4CmLLB0VS7KrwJA4yPmAgAAAADQMEaMGKERI0ZU2yc+Pl633nqrNWFiwoQJevHFF7VgwQLNnz9fbm5u6tGjh4NGfHoycwsVIWn4ny9TeLfzq+yXmDVcHnmpNe4v0NfLNSdPlSU/vDPStr0hkxiYrAuctgMHDuiqq65ScHCwkpOTdeTIkUoJEdnZ2Ro4cKAKCgp07bXX6rXXXtMzzzyjDRs2WCs+/Oc//9GRI0cq7X/atGkkRLgge6ul+hwLkj5WSTIEK5M3rGom7H69r6ekbtZ25qigISxfvlyrVq2SJP39739Xu3btnD0kVOCVlVRSlWc9VXnqJThGivtByjlubUrctVkxaycrOTnJpkod8RWNZciQIRoyZIgmTZrk7KEALVrFCnjl54Fb5RwvSYa4fqEUduocvDndV6pzQsS6deusfw4PD7d53dTFxcUpLi5OmZmZCgpqWVmSIf7e8vXy0JSlm61tTGAD0JgaOwmN8qsAcAoxFwAAAACA5iEzM1M7duzQ7NmzbdoHDBigH374odb7ufPOO7Vu3TolJSWpR48emjJliiZOnGi3b35+vvLzT01WyszMrMcnsBUT6qsu0dU9k2sGz+sqTFKSmtfDZqAp8/X11dKlSxUbG6shQ4bY7fPSSy8pMTFRO3bsUEhIiB544AH16tVLjz/+uJ5//nlJ0ptvvungkaMh2KyWWlq5AI3AzoTd1ANbFLo8Ti9+9r22mqPWduaooCG0atVKkZGRmj9/vm644QYSIlxAxUmaKclJ6u6Wr8RL5yqma7kkNM6R6y44xub/mSWr5LqNRexQ5vjx41q6dKkyMzN133332e2zefNmrV27Vj4+Prr66qsVE3Pq31RiYqKSkpIqvSc4ONjlF2IAWgp7FfBUGvtD/L0rvyGsW7NNAq9zQkTZKgdVvUbTFB3sq1XTBllPQJnABqCxOSoJjfKrAEDMBQAAAACguUhJSZGqeF5Xtq02Zs2apWnTpllfh4eHV9l3zpw5lRIwUAcVJikBcB3h4eHVxj9J+uSTT3TNNdcoJCREKk2iuPHGG7VkyRJrQkRNduzYob1796qwsFCrVq1Sx44ddc4559jt25hJaC2VvdVSo3RMPsd+P5UIcWyn8wbYElT4Lgwt/S+LLKExXHzxxbr44ov12WefOXsoqGKSZqzbXl1qkSxtz2y2EzKdhUXsUN7kyZP1/vvvq3379vrll1/sJkT8+9//1oMPPqi//OUvSktL0/Tp0/W///1PgwcPliR9+umneuuttyq978ILL6z1uTCAxmWvAp5aaHWgOidEoBmpcFEf7dda0dHckAXQTFRTfjUxq2/zWFkMAFwFMRdAM7ZmzRp9/PHHOuOMMzR58mT5+Pg4e0hwVemJNqsdWtIT6vR2S3qClFx6o5LV0AAAQBXc3d0lSSdPnrRpLywslIeHR633c8YZZ9S678yZMzV16lQtXLhQCxcuVFFRkRIS6nauAwBN1Y4dO3TttdfatHXu3Fn79u1TQUGBvL3trLhZwddff60PPvhAF154oV555RVdcsklVSZEkITWsOxNxI3SMa2y3Cu/j/NtO3v5lVyPw2G6hAdIUbbPDxKOZtm8bokTuZqztLQ0vfnmm1q6dKk6deqkxYsXV+pz5MgRPfLII/rpp58UFhamCRMm6JprrrFu/89//qNt27ZVet8ll1yiq6++utE/A+rG3iRNn2NB0senJu+j4bGIHSTp8ssv11NPPaV33nlHkyZNqrT9wIEDuu+++/Sf//xHN998syRp4sSJuvPOO7V79265ubnp7rvv1t133+2E0QOoir2Eb1WsgNdC1SshIi0treFG4gLi4+MVHx+voqKiWvRuwuxMWJNKL/DjfuCBO4DmwU751cRdmxWzdrI88lKdOjQAaHaIuQCaqa+++kpjxozRjBkz9PXXX+vmm2/WBx984OxhwRWlJ0rx50uFOdamGEk5xqIin9Bq31rkE6ocY1HM2snS2tJG7tGgBdu7d6/8/PzUpk0bZw8FrqyeSWhAU9a2bVu5u7vr8OHDNu1HjhxRdHR0oxzTYrHIYrFo2rRpmjZtWqNXoAQAV5KTk6PAwECbtrIYmJOTU6uEiHHjxmncuHG1Ol5ZElqZzMxMxcRwbXi67E/E/b0kGeL6hVJYt1OdWZzA8cot4hmRna9OXmmasnSzTRdfLw+tmjaIpIhmoKCgQL169dLIkSMVGRmpHTt2VOqTm5urgQMHqn379nrsscf066+/asSIEVq6dKlGjhwpSQoJCVFkZGSl97Zq1cohnwOnx2aSpltATd1xuqpZxO7rfT0lnfreI+Gs+Rs2bFi125ctWyYfHx/deOON1rY777xTCxYs0E8//aQ+ffrUeIzs7Gz9/vvvOnLkiPbs2aONGzeqX79+dvtSCQ2oP3sJ3yo9Zw7xr3BtWuEeekuoilevhIjg4OCGG4kLiIuLU1xcXPO/kWtnwpqO7Sw5Gco5zkU+gOajQvnV/JSsarsDAOqBmAugGXr99dc1a9YsjR8/XnfffbeioqKUkpKi8PBwZw8NribnuFSYo8RL5yo/uIskKTE1V/evSNarAdVPTCwMiNaQ/Gf01ujOJSsjco8GLdTJkyd13XXX6ffff1dOTo7uuusuPfroo84eFlxRPZLQythU5RGT39C0+Pj46Pzzz9eXX36pW2+9VZJUXFxs89olkcgEoIkKCAhQenq6TVt6errc3Nzk7+/f4McrS0JrMYs5NrBarZZaNhE3rJsU1dsp42zx7EzYjZC0yuKrXTevUWHpvZSEo1masnSz0rILmLTbDHh5eSkhIUG+vr6aMmWKEhMTK/V56623lJiYqE2bNikwMFBDhgzRrl279OCDD1oTIkaMGOGE0aO27MXhKB2Tz7HfT8XfFjAh02nszAlMPbBFocvj9OJn32urOWptJ+EM27dvV/v27W0SfLt162bdVpuEiMTERE2ZMsX65zVr1mjjxo12+1IJDag/ewnfspfkZuceutT8q+KdVkLEjh07NH78eP3666/Wi/8rrrhCy5cvb+jxobFUmLBWFcoRAmgs3MgFAMch5gJoiU6cOKF33nlHr732mpKSkvT7779XSmTIy8vTrFmztGzZMhUVFemqq67S448/roCAkhtI+/bt0/jx4yVJnp6e6tatm/bv309CBCo5mpWvCEkTl2dpq8mwtvt6tam8IosdyQrTluKOyjMB8jFZ6tLI4wVc0ccff6wTJ05o7969OnHihGJjY3XHHXeoY8eOzh4aXE1pElr5FX0TUrJ0y3u7a0xCs1uVR1TmgWspLCzUkSNHpNJEh4yMDB08eFC+vr5q3brkgeWDDz6o6667Tv369dPAgQP14osvKjc3V5MmTWrUsZ32/YUGSGQCAGfp2bNnpVXMt2/fri5dusjLy6vRjttiFnNsQHVaLRXOVcUinu4f3anurQqkKP7NN0dubm7y9a1+vtHq1avVv39/m8o8V199tRYsWKBDhw6pbdu2NR7nxx9/1JIlS7R792699NJL+vbbbzVt2jS7fVmtvGHZi8NROqZVlntLKvOU18wnZDpVhTmBZVdcc//aW3lhZ0kknKFUVlZWpfPMVq1aycPDQ1lZtVv8sEePHlUmQFREJTSg4dgkfNtj5x661PwXBjqthIjx48dr3LhxuuWWW6xtK1asaMhxwclC/L3l6+VBOUIAjYYbuQDgOMRcAC3R7bffrrCwMN18882aOnWq3Ulb48aN04YNG7Ro0SJ5eXlp7Nix2rNnjz799FNJkre3t80Dsfz8fJuVcoAymbmFipA0/fLuCu92vrW9NgtLVLwHE+u2V59bTiVZAE3FyZMntWzZMv3xxx+6+eab1aFDh0p9jh49qv/973/KyMjQRRddpAsvvNC67YcfftDw4cPl4eGh4OBgXXbZZdq0aRMJEahSgolSnin595FQnKVkZdT4nrKqPI8PjVJMaEl8tqQnlCRIUJkHLmLXrl26/PLLJUl+fn5auHChFi5cqCuuuEKvvfaaJOmqq67S0qVL9e9//1vPP/+8YmNjtW7dOkVFRTXq2E77/kI9EpkAwNn+8pe/aNasWUpOTlZUVJTS0tK0dOnSRq/KwyI3dVfVaqlhRUcVmbNDKsvLY2Vy11DLRTxVYSFPFvFs3hITE62rk5cpO8dNTEysVUKEr6+vIiMjNXnyZEmyJhXbw2rlDcteHPY59ntJMkQLm5DpirqEB1RKOGOh5JbN39+/UiJYVlaWioqKqIQGuJDy1Zcqxu0atbCqeKeVEPHjjz/qyy+/tCZEFBYWytPztHYFFxUd7KtV0wZVKmNGdigAAAAAoCn473//K3d3d61atcru9n379mnx4sX67LPPNGDAAEnS/PnzNWjQIP36668655xzdNZZZ2nNmjW67LLLdPToUe3Zs0edO3d28CdBUxIT6qsu1a3IYkfFezApO72l9aeSLICm4L///a+mT5+uHj166Msvv1S/fv0qJUT88ssvuuyyy9SnTx916NBBjzzyiCZOnKinnnpKKq3s07VrV2v/gIAAnThxwuGfBa6vLGFs8pLNFary1Lzyb4i/t9K82uj2FQWSSuJurFsWiWhwKT179tTBgwdr7Hf99dfr+uuvd8iYytR70kK5h7B5JqNWiUwA0NimT58ulSakHT58WNOnT1doaKj+9a9/SZImTpyoTz/9VBdeeKGGDBmir7/+WpGRkbrvvvsadVwsclOz8hODVG5ykM1qqemJUvxAmypFEiuTu7RyCSsR2fnq5JVms5Ani3g2b4WFhbJYLDZtZa8LCwtrtY/Y2FjFxsbWqi+rlddPreKwW2mCWgubkOmSaoivIsa2ON27d9fixYtVWFhorXy2a9cu67bGwnkuUHv2qi/ZvQ+enlip+lpLdFpZDG3btrWW65Wkb775plKGLpq+6GBfTnAAAAAAAE2Su7t7tdu/+uorubm5aciQIda2/v37y8/PT1999ZXOOecc3XPPPRowYIB+/vlnbdu2TdOmTatyVRzKq6M+yt+DSTjGvRg0PTExMdq4caPc3d2rXK1x4sSJGjx4sD744ANJ0siRI3XllVfqr3/9q/70pz8pOjpae/bssfbfvXu3hg8f7rDPgKajPlV57C0ERCIaUHtMWgDQHEVGRkqS7rnnHmtb+Rjn7e2tFStWaOXKldq1a5euvfZaXXXVVdZJY42FlXOrZ29ikOxNDrJTpUhiZXKX5Ne6JFHlozutTRGSVll8tevmNSoMiLYu4rlpb6rSylUBYUXz5qN169Y6fvy4TVvZ6+oqPZwuVis/fbWOw3C+WsRXsVByi3Tttddq+vTp+uijjzRq1ChJ0n/+8x+1a9dOffr0abTjEnOB2rNXfanSuW96ohR/Pkngp5sQMXPmTN1+++2SpAceeEALFizQCy+80NBjcziCbYXMoCpuAlAuC0BTl5iaq7ykU6uPEccAoPEQcwG4qqSkJAUFBdmsOObu7q7w8HAlJydLkjp27KjffvtN3333nc444wz17l31ClaUVwfQkl144YWSpMOHD9vdnpiYqB9++EEPP/ywte2KK65QTEyMPvzwQ/3pT3/SDTfcoEGDBum8887TkSNHtG3bNl1yySVVHpNENJxOVR7ZWQiIRDQAAFq2sgoR1XF3d9cVV1yhK664wiFjEkloNbI3MUjV3X9mZXLXFxwjxf1QaWVb94/uVPdWBVJUkEL8veXr5cGK5s3Yeeedp3feecembcOGDQoKClKXLl0a7bjE3LqrKg6HFR1VZM4OqWxOZgtdodql1CK+onn6+OOPtXXrVv30008qKirSY489Jkm6/fbbFR0drY4dO2r27NkaO3as1q1bp9TUVC1btkyffPJJjYuO1QcxF6g7m+pLFZEEbnVaCRFjx45V165dde655yo/P18ffvihBg4c2PCjc7AWHWztZIPKy6/khKj0l4KLSwBNXaBvyWo9z67coa0rTq0ESBwDgIZHzAXg6owx8vSsfFvE09PTZqGE0NBQXX311TXuj/LqAFC17du3S1KlKsNdu3a1bjvzzDP1xhtvaMGCBfLz89Py5cttktYqIhENAByvvguLJaRkKc+ULJpQcfEtAACqk5Sea1Plq+x7pNLEoPREKdl2wieakOCYaidt2av4xormzcttt92mZ599Vq+88oomTpyoQ4cOad68ebrtttvs3sttKCyge/ps4nB6ohQ/kBWqXVEN8bU8FkpuPgoLC5WXl6fY2FjFxsYqLy9PKn0+VuZf//qXBg8erDVr1qhr166aM2eOOnXq1KjjIuYCVavquqdWSAI/vYQISRo4cGCzSIJAqYrZoMd2liRH5By3nhBxcQmgqYsIKJlIMfevvZUXdpZEHAOARkPMBeDqwsPDlZqaquLiYpuVblJSUhQREVHn/ZWVVwcAVJaVVXLTvuIiNMHBwdZtkjRs2DANGzasVvskEQ0AHO90FxY7mpWvCEmTl2zWVnOqiqSvl4dC/L0babQA0LQxUeyUpPRcDXluvXILbf9fVPoeSU+U4s9nIm5zVC6xJdqvtaKjK1/7MYG3abjhhhuUkJCgpKQkZWdnWyvybtiwQb6+vurWrZvefvttTZw4UY899piOHTumYcOGac6cOY06rha9gG4t1WqCJitUNz3l4mtEdr46eaWxUHIzcuONN+rGG2+ssd8FF1ygCy64wCFjEjEXqFKtr3tQpQZLn73kkku0bt26htpdg3nppZf0f//3f/riiy+cPRTXV4ts0IrlxAHgdDnzRm4Xt2TJraRso497lqJ0zOFjAABHIuYCQGXnn3++iouLtWHDBl188cWSpF9//VWZmZk6//zznT08AGhW/P39pdKkhbCwMGt7RkbGaT/0IhENAJqOzNxCRUiafnl3hXc7da7NREUAqBoTxU5Jyy5QbmGRXhjVW10iAqztlb5HmIjb/Pi1Lklo+ejOU21efiWLfZb+nYb4e8vXy4MJvE3E448/rtzc3Ert5a/vR40apeHDh2vPnj1q3br1aS1eU1ckoVWvzhM0WaHa9dmJrxGSVll8tevmNSoMiJZY7A4AHKrW1z3piacWvhdV8cprsISI9evXN9SuGsx3332nHTt26Ouvv3b2UJo9su0B1JVTbuTauajrImmVxaLErL6SWvYNZQDNFzEXACo755xzNGDAAM2cOVP/+9//5OHhoRkzZuicc85R//79nT08AGhWunfvLklKSEiwKbmekJCgv/3tb04cGQCgLuo7USwm1FddorkfAACoWfmVyMvmInSJCFCv2nyPMBG3+QiOKUl+KJvwdWxnyTOHnOPWhIjoYF+tmjao0sr1TOB1TWX3B2pisVh05plnNvp4ypCEVr2qJmiGFR1VZM4OqawwDxMym46K8VUlf3/uH92p7q0KpCjb34Py8wKZE4j6IgkNqF611z1UxatWnRIiPD0bLH9CklRUVCQ3Nze5u7s36H4lKT09XS+88IJee+01LVq0qMH3jxJk2wNoUuxc1CXu2qyYtZPlkZfq1KEBQLNDzAXgZI8//rheeuklFRSUPAw9++yz5e7urgULFui6666TJC1dulS33nqrwsPD5ebmpgsvvFCffPJJve5TcCMXACpr3769zj33XL3xxhu6/PLLJUmrV6/W/v37df311zt7eACAWmKiGAA4Tku+v2BvJXK7q5CzMmrLEBxTY4WP6GBf5qYADazGxLT0RCl+IBMym7JaxFd78wKZE4j64t4CUA9UxatWnTIcioqKdOjQIbvb2rZtW6t9nDx5Uv/73/80f/58rV69WnfffbdefvnlSv3++9//6oEHHtCePXvUoUMHPfzww7r55put26+//nqlplaeSPXQQw/psssu0z//+U8988wz8va2U5oLtVfxpkGFXxyy7QE0ORUu6vJTsqrtDgCoB2IuACeaPHmyxo4dW6k9ODjY+ue2bdtq5cqVysnJUXFxsQICAir1rytu5AJoibZs2aJPPvlEWVkl53uLFy/Wxo0bNWDAAA0aNEiSNH/+fA0ZMkTXXHONOnbsqHfeeUd///vf1adPHyePHgAAAHA9Lfn+gr2VyCutRs3KqC1bDfNYypRf0Vysao5qtOQkNHtqlZjGhMzmq1yMjZa09s7OOuYRITEnEAAaVPnkQ9k5d60WVfHsqnPJh8jISLvt7du3r9X7v//+e7399tuaPn26MjMz7fb55ptv9Le//U3z5s3T6NGj9cEHH+i2225T27ZtNXjwYEnS9OnTras8ltezZ099+eWX+vzzz7Vz504VFxcrNzdXgwcP1urVq+v0WVs0v9YlNws+utO23cuvZKXfCkkRnOQAAAAAAFxJQEBArRMc/Pz8Gn08ANCcFRUVKS8vT56enrr//vslSXl5eSosLLT2Of/88/XHH3/oo48+UmZmpj744ANddtll9T42kxYAAACApq2qiUA2K5FXxETclqmW81jsrWguVjVHNVpyEpo9tUpMK8OEzOajihgb6eWnyApzBUk4Q31wPxewn3yoqirjodbqlBCRm5tb5bZ9+/bVah8XX3yxLr74YknSrFmz7PZ5/vnnNWjQII0fP16SdPvtt2vJkiV6/vnnrQkRF110UZXH6N27txYvXixJKigo0HXXXaeHHnqoVuNDqeCYkgvGiiUmP7qzpI2bCADs2L17t95//33ddddd3CgAgEaWkZGhV155RTfccIM6d+7s7OEAAACgBTvnnHN0zjnn1NgvOjpa99xzT4Mem0kLAOA4TFoAAMdpKTG33hOBmIjbstRyHkt0sK9WTRtUKdGGVc0B+2qVmJaeKCVX+N1D81KLGEvCGRoC93MB+8mHIsGs3uqUEOHj49N4Iynnu+++01133WXTdtlll+mpp56q1fvDw8N1ySWXSKUrkXl4eFhLs9uTn5+v/Px86+uqKle0OMEx9Up8IBsUaFny8/M1ffp0bdiwQX/961+b3ElrYmqu8pIyJOIVgCbiH//4h3744QfFxsY2uYSI8jFXxF0AQFOUnmjzYMiSntDgh7CkJ0jJ5aqcsMolAABwMiYtAIDjtJSYW+uJQBWuw5mI24LVch5LdLCv3ecOzGOBPS0lCc2eWiWmpSdK8eeXVOYpz8uv5J4lmo8aYiwJZwDQsKqtilem/LUQ10HVqlNCRHW2b9+uHj16NMi+jh49qvDwcJu2iIgIpaWlqbCwUF5eXrXel7e3t7744otq+8yZM0ezZ88+7fHCFtmgQMv0wAMP6L777tNNN93k7KHUSaBvyXfKsyt3aOuKkos24hUAV7dw4UJdeumlSk1NdfZQ6sRezBVxFwDQ1Nh5ABgjKcdYVOQTWu/dF/mEKsdYFLN2srS23AYvv5IVukiKANDSOCAJTSSiAQAAOEStViGviIm4qI2Kk8MqnM8zjwXVaSlJaPbUKjEt53hJDL5+YUllnjJcN7cc5WJstF9rRUdX/nsn4Qy11ZKT0IA6s3ctxHVQlRosIaJv37669tprtXjx4obapY3i4mJJkpubW53e5+7urgEDBlTbZ+bMmZo6daoWLlyohQsXqqioSAkJjfNQpSUgGxRwLbm5uVqyZIk++OAD9ejRQ88991ylPmlpaXruuee0efNmRUREaPz48erXr591+5IlS7Rv375K77v44os1YMAAffrpp4qJidEFF1zQ6J+noUUEWCRJr1wRoPzgICWm5ur+FcnEKwCnpaioSJ999pneeustSdKHH35YqU9BQYFefvllrVu3Tv7+/ho9erSuvfZa6/bVq1dr06ZNld7XrVs3XX/99dq2bZu2bt2qF154we7+XVnFmKvSahHEXQBAk1L6ADDx0rnKD+4ilfs+ezUgut67LwyI1pD8Z/T40CjFhJZ8N1rSE0oSJEpLkwNAi9HISWgiEQ0AAMBharUKuT1MxEV1/FqXnLt/dKdte4XzeeaxACVOKzGtTFg3Kap3Yw8RrsRejK0QX0k4Q1215CQ0oM7sXQtxHVSlBkuIOHHihDZu3Ngg+4qMjNTRo0dt2lJSUtS6dWt5ejbYkK0sFossFoumTZumadOmEWwbQFXlBwE4VkZGhnr27KkhQ4YoNzdXP/30U6U+eXl5GjhwoIKCgnTPPfdo06ZNGjhwoFauXKlLLrlEkpSdna309PRK783NzVVaWpruvfde3XbbbXryySeVnp6u+fPna8aMGQoNbZgH042q9AIuZu1kSVIXSassFiVm9ZXEdwGAuunbt6+io6PVqlUrrVy50m6fG2+8UVu3btWDDz6oI0eO6C9/+YtefPFFTZgwQSqNrfZibnZ2tiRpzJgxuuaaa/Tkk09q165d+uCDD9S1a1d17969kT9dA6gQc0XcBdAMsbJN83c0K18RkiYuz9JWk2Ft9/VqU/0EjloK8fdWmlcb3b6iQFLJw8lYtyx9bjl1bABoMew88ElIydIt7+1ukCQ0lUtEe2t0Z3UJL10N89jOkof9JKIBAAA0mFqtQl6mfJWwslWpmYgLe4JjSibmlqsqV9X5fFXzWFjVHC1FnRLT7MVhtDwVY6yd+ErCGQDUrKqExFrjWqhWGjS7oPxq4vVx8cUXa+3atZo1a5a1bfXq1brooosaZP9VYdJCLdVQarA6XEgCjuXn56ctW7YoJCRE48aNs1v9ZtGiRdq9e7cOHTqkoKAgjRo1SomJiZo5c6Y2bNggSRo7dmyVx0hJSdHw4cOtk3eLioqUmZnZdGJphQu4xF2bFbN2sjzyUp09MgBN0PLlyxUREaEXXnjBbkLEN998o2XLlumnn37SueeeK5Umpv3rX//SHXfcIS8vL1199dW6+uqrqzzGFVdcoby8POXl5amwsFDZ2dkqLCxs1M/VYOw8mCDuAmhuWNmm+cvMLVSEpOmXd1d4t/Ot7Q11j8PeA6SUnd7S+lPHBnAK93RbhgQTpTzTseTPxVlKVkaN76mLZIVpS3FH5ZmSiXk+JktdGvQIAAAAddOcz3NrXIXcTpUwefmVzEsA7AmOOa1EZlY1R5nmHHPLq3ViGnEY5dUixpJwBgBVO+1KeaizOiVE5Ofna+7cuXrvvfd04MABeXh4qGfPnrr33ns1bNiwWu/n5MmT1j8bY3Ty5Em5ubnJw8NDkjR16lQNGDBAL730kv7617/qgw8+0Nq1a7V69eq6DLfOmLRQg1qWGrSHC0nAOby8vBQSElJtn7JKEOXj3ogRIzR69GhlZmYqMDCw2veHh4frySeftL7+4IMPNGPGDIWHh9vtn5+fr/z8fOvrzMzMOnyiRlLuAi4/pY4ZmABQTkRE9VMUV65cqZiYGGsyhEpj7kMPPaQff/xRF154YY3HePzxx61/3r59u2699Vb16tXLbl9Xj7ki7gIAmrCYUF91qamM/Gmq+AAp4Rj3TYCqcE+3eSurjDN5yeYKVXka7mGRvXvXsW57qcwD2NFSJooBgCtoDue5p70Kqp0qYXVZpBGwqmGxT1Y1R5nmEHPtqSoO15iYRhxGTWqIr8wTBIBTTrtSnqjSVFd1SoiYMGGC0tPT9cADD+idd95RbGysoqKiNG7cOM2aNUsTJ06scR/Z2dk2J48//vijFixYoF69emnz5pIvwX79+un999/Xgw8+qBkzZqhjx4567733NGjQoNP5jLXGjdwa1KHUYEVcSAKua9++ferTp49N2xlnnCFJ2r9/v84666w67W/ixInV3iSYM2eOZs+efZqjdZzE1FzlJZ160E6mOoCGsG/fPmuMLVP2et++fbVKiChv5MiR6tKl6nVLm0rMFXEXAAAAgB2NXZVHVOYB6qS5ThQDADS8BlkFNaybFNW7cQaI5q0Oi31Wtao50NQRh9EoahlfmSeI6jBHFy3VaVXKE1Wa6qJOCREffPCBEhMTFRISoksvvVTdu3dXSkqKzjrrLI0ZM6ZWCRH+/v42FSKqMnz4cA0fPrwuw6s3buTWwmmWGhQXkoDLKigokK+v7e+mn5+fdVtdTZ8+vdrtM2fO1NSpU62vMzMzFRPjOisJBPp6SZKeXblDW1ec+vxkqgNoCA0dc8eMGVPtdlePuSLuAgAAAKiFxqzKIyrzAAAANDhWQYVT1WOxzzLlK5qwgBOaIuIwGkUd4mtV8wQrVowixrY8zNEFqmCvQpOo0lQXdUqICAwMVEpKikJCQnTs2DG5u7tLki666CIdOHCgscboMGSfOQcXkoBzhYSEKDU11abt+PHj1m0NzWKxyGKxuGzMjQiwSJLm/rW38sJKqmOQqQ6goYSEhGjHjh02bS055oq4CwAAAAAAAADNFqugwmmqWuyz4kTvChPMQvy95evloSlLN1vbWMAJTUFSem6l1fhFHEZjOM3FlO3FVxFjAaAyKjSdtjolREyYMEFXXHGFrrjiCq1YsUJjx46VJHl4eMgY01hjdBiyzxyLC0nANfTu3Vtr1qyxafv5558VFBSkDh06NNpxXT3mdnFLltxKVkrwcc9SlI45e0gAmoHevXvrzTffVE5OjrUyxM8//yxJOueccxrtuK4ec0XcBQAAAAAAAIAmq6qJuDViFVQ4il/rkgneH91p2+7lV7Laeem/t+hgX62aNsj675kFnFoGV15YrDaS0nM15Ln1yi20Hb+vl4dC/L2rfzNxGA2lhoSzivFVxFgAQAOrU0LErFmzdM455+iXX37R008/rZEjR1q35ebmNsb4HKqpn+A2NVxIAq7h1ltvVXx8vJYtW6brrrtOx48f14IFC3TLLbdYKwE1BpeNuXZuhnWRtMpiUWJWX0muOZEYQNMwcuRI3XvvvXr++ed1//33q7CwUM8884wuvfRStW/fvtGO67IxV8RdAM2PS8dcnJ4KJeMt6QlOHQ4AAAAAAK6kXhNxy7AKKhpbcExJ4kO5ezw6trPk2UTO8UqTdpmz0rI0hYXFqpOWXaDcwiK9MKq3ukQEWNtD/L1r/2+ZOIzTVcuEMxFfAQCNrE4JEZI0fPhwDR8+vFK7j49PQ43JaZr6CW5TxIkO0PhuvvlmHT58WH/88YdycnI0ZMgQSdKqVaskSX369NHzzz+v0aNHq3v37tq7d6/69OmjJ554olHH5bIx187NsMRdmxWzdrI88lKdOjQAru+BBx7Qxo0blZiYqMzMTGvMfe2119ShQweFhYXp3Xff1ZgxY/Tuu+8qNTVVoaGh+r//+79GHZfLxlwRdwE0Py4dc1F3dkrGx0jKMRYV+YQ6fDiW9AQp+dRDTVZqAwAAAIDmqSktuFCnibgVFh2otJo00JiCY7iPgmatS0SAekXXcE+aOIyGVoeEs6pUrCxVp2QeAHAxp109D/VWp4SI/v37a/To0frb3/6mkJCQxhsVmp4ayl4BcJ677rqrxio+kydP1s0336xt27YpPDxcPXr0aPRxufSN3Ao3w/JTSk5MElNzlZeUYW3nIgxARX/5y190ySWXVGoPDw+3/vnqq6/WwYMH9euvv8rPz09nn312o1bkkavHXNUu7hJzAQBOUVoyPvHSucoP7iKVfj/dvyJZrwZEO2wYRT6hyjEWxaydLK0tt8HOKltAS/P/7N13eFNl+wfwb9qmadO0pJPSUmbZWwUBkbIEVERlCAqIiggvQxBQRHxFHFQZCsr6CSKKg4qCIipoWb4oS6DIUKDIKC2U7pmm6/z+KA1NcpImaXa+n+vykpw8J3lOm9455znPfT9Of65L5qsxOcPRq/JoJaJxzJuIMZeIyI5cseBCrRNxRYoOALeubeWhNu8fkUEmzHfhZF1yC4zDZCsWJpwFB/jCX+qNmQlJWtv9pd5InB3HOEtELscqq+eRxcxKiPj9998RERGBefPm4aGHHsKECRPQt29fSCQS2/WQnJsZy16ZiheSRNZ1zz33mNQuNDQU9957r837U82VBnKD/KUAgKW/nMOZXbczOHkRRkS6OnXqZFK7gIAA9OzZ0+b9qeZKMRcG4i5jLhEROcLNQjUiAEzeWYgzwu3kaH9pfbsOXJYpojFAvQRvD4pCTEjVd6EsN7kqQcLEKltE7srVznWpFjqTMxy1Ko9oIhqT0IgYc4mIqG5uFR3AsHVAWMvb25l4So5iwnwXTtYlZ2Rx5WnGYXIy0Up/JM6O0/s8z0xIQk5RKWOsm2KxBXJnXD3PscxKiACArVu3Ij09HRs3bsR//vMflJWV4ZlnnsFTTz2Fhg0b2qaXdsJgawErLHtVjReSROSsIhQyAMDawQqolVU3+qqrwvIijIjI+nTjLmMuERE5Sr6qDBEA5gxshfCW3TTb7V28ITjAFznS+nh6VymAqptD7SSF+FF2O2mDiMgt6KzM44hVeSCSiMYkNCIiIqLbLJ6IWy2sJRDV2fodIzKXCfNdOFmXnI1VKk8zDpO9mLACT7TSn7HUw7DYAnkCrp7nGGYnRABA/fr1MXfuXMydOxf79+/H+vXr0aZNGxQUFFi/h3bEYGshC5e90sULSSLP4lJJaLeqg8TsnaHZFAsgUSZDSmFXAPzOICLn5lIxF/pxlzGXiIgcLSbEH7HGBi5tTGzMJOO8L7D/dtIGEZE7EFuZx96r8kAkEY1JaERERFRXarUa+fn5CA8Pd3RX6sQqE3GJnIkJ8104WZeciVmVp4kcxYQVeIiIPBpXbbIJixIiaoqLi0NcXBxyc3Ot0yPyaIYuJHWrSvBEnsj1uVQSmkh1kJQLSYjZOwPeJdkO7RoRkSlcKuZCP+4y5hIREemPmSRnclyEiNyP2Mo8jhgL1k1EYxIaERER1cWiRYuwdOlSSCQSNG3aFDt27EBkZKSju2URsybi5qboV94nInJCLldYzJTK02AcJgcyYQUeIiLiqk3WZlZCxJYtWww+p1QqrdEfIi3BAb7wl3pjZkKS1nZ/qTcSZ8cxKYKI7EenOog6oypRKyVbhZLUPM12JmwREVlJjbjLmEtERERE5FkcvTIPdBLRmIRGREREdVFcXIzU1FT4+vri8ccfx4YNG/DKK684ult1UutE3NwUYFW3qqqnNUnlVVVPiZxdzYnjBir1srCn+3C5wmKmYBwmRzNhBR5jasZYxlfnV1ZWBqlU6uhuEJGHMyshYsSIEbbriRNwxYxfd6dbiQu3TnhmJiQhp6iUJztELszVY26Qf9WJ/NJfzuHMrtsxiglbROSMGHOJiOzH1WMuaVdOk+UmO7o3tZLlJgNpt6tycjldIiIiMsX169exceNGlJaWYuTIkWjbtq2ju0RE5DApKSnYuXMnYmNj0bdvX9E2Bw4cwIULF9C4cWP06dMHXl5emueuXLmCsrIyvX3q16+PwMBAvPXWW5pt/v7+iI2NtdGROJHirKpJuMPWVVU9rcZrVnJ28tCqCeNbJ97eJpVXVTq/9dllYU+yt9RclWbelG4ijkGMw+SixGIs46vzOnnyJCZPnozjx4+jYcOGWL9+vcHzaSIiWzMrIcKYzMxMhIWFWevlHMItM37dQM1KXETkPlw95kYoZACAFaM7oySsA8CELSJyYoy5RET24+ox1+PpVE6LAVAsyFDhF+Lonump8AtBsSBDzN4ZwN4aT+jcpCciIiLSlZqaisGDB+Ohhx6CWq1Gjx49cOzYMc+YoEtEVEN6ejqee+45nDx5EiUlJRg8eLDeBK7y8nKMGDEChw4dQlxcHA4ePIgmTZpg586dkMvlAIDx48fj2rVreq+/ePFiDBs2TPN4zZo1kEgkeOyxx+xwdE4irCUQ1dnRvSAynTKmalzlVrEMZJ6vSo4oztKMtbCwJ9lTaq4KA5bth6rsdgEef6k3ggN8TXsBxmFyNjVX4IF+ko5ujGV8dW47d+7EihUr0LVrV6xfvx6zZs3CiRMnHN0tIvJQVkuICA8PhyAI1no5cge1nMAQEbmDWEkaIKmqxurnVYgoZDq6S0REbosxl4iIbO5W5bSUviugVsYiJVuF+bvS8JEi2tE901OmiMYA9RJ89nhzxIbfWiFC5CY9kbvjyjwursaqPHCBlXm4Kg+5C4VCgd9++w3BwcEAgOTkZJw5c4YJEUTkccrKyvDMM89gyJAhGDRokGib9evXY8+ePTh16hQaN26MjIwMdOzYEUuWLMGCBQsAAPv27av1vV5//XXcvHkTGzZssPpxEJGVKWNqPc9nYU+yl5yiUqjKKrB8VGfERlRdjwYH+Op//nSur/XmbBE5mtgKPBAv8MMYaz2VlZXYt28f8vLy8Oijj4q2ycnJwaFDh+Dn54eePXtCJpNpnispKUFJSYnePlKpFAEBAZg7d65mW4sWLdCgQQMbHQkRUe2slhCRk5NjrZciV2fGCUxd6C4DJ3rCT0RkKyKxLhZAokyG/11uC+D2spOMT0REdcSYS0REdnKzUI0IAJN3FuKMkAcA8JfWN73imp2lIQynK5uiRLiVMCgUgtMYydNwZR4XprMqD5x4ZR6uykP2dvToUaxZswYHDx7EvHnz8OSTT+q12bVrF5YvX47r16+jbdu2WLhwIVq0aAEAKC0txaxZs0Rf+6WXXkKjRo00jy9duoSUlBT069fPhkdEROScGjZsiIYNGxpts3nzZgwZMgSNGzcGbhWKHDVqFDZv3qxJiDBGEARMmDABKpUKb775Jv79918olUqEhYWJtler1VCr1ZrH+fn5Zh+XNaXmqvSq4IviRFwichL5+flYunQpzp49i7vvvhszZsyAr69zju2ZIzZCgfbRBsY9RK6vgVvXrPJQu/SPqFa6K/CABX5s7YMPPsDy5ctRWVmJGzduiCY2bN26FePHj0e7du2Ql5eHoqIi/PTTT2jfvj0A4N1338X777+vt9+AAQPwzTffaB5fvXoV8+fPx8aNG218VETOhddLzsVqCRFKpdJaL0WuzsYnMMEBvvCXemNmQpLWdn+pNxJnx3ECHJGLcPkKjiKxLvvqaYTsnIoPdhzGGeGmZjvjExE5GmMuERGRafJVZYgAMGdgK4S37AY4cbKd2PhIO8kl/Ci7ndhBROTUdFblAeC0K/NwVR6yp88//xzLly/H5MmTsW3bNmRnZ+u12b17N4YMGYI33ngDcXFxWLlyJXr16oVTp04hIiICEokErVu3Fn19f//b5zV///03nnvuOXz99dcIDAy06XEREbmqM2fOYMCAAVrb2rZtiw8//BDl5eXw8TE+5UKlUuG3334DAAwePBgAMG7cOIPJFPHx8Vi4cKHV+l8XqbkqDFi2H6oy7XFlf6m3duEATsQlIify+OOPo0ePHhg1ahSWLl2K3NxcvP32247ulm3dur7GsHVA2O0iYlzVkJyOCSvwGMLCyeaTSCTYvXs3du/ejWnTpuk9n5WVhaeeegqvvvoq5s6dC0EQ8Oijj2L8+PE4duwYAGDBggW1JgGfOnUKkydPxsaNGzWFGog8Aa+XnI/VEiL69Olj0lKQzszlJ4o5kzqcwNQmWumPxNlxeplVMxOSkFNUypMdIhfhFhUcdWJdde3CFaM7oySsA8D4REROgjGXiIjIPDEh/og1VHHNSYiNj2Sc9wX2307sICJyZmKr8sCJV+bhqjxkLyNHjsTYsWMBAC+//LJom4ULF2LYsGGYN28eAKBbt25o2LAhVq1ahYULF0IqlYpOdqjpf//7H15++WUkJCTUWh2diMiT5efn6xWHDA4ORmVlJQoLC2stHCmXy5GcnGzy+82bN09rlZ/8/HzExDhmMmtOUSlUZRVYPqozYiMUmu16ExA5EZc8gW4VX36+ndZXX32FoKAgAEB5eTl++uknR3fJfsJaAlGdHd0LIqti4WTLTZ8+3ejz3333HUpLSzF16lTgVgLFrFmzEBcXh7Nnz6Jt27a1vsfu3bsxa9YsfPHFFwgPD0d+fr4mButytpXQiOqK10vOx2oJEfv377fWSzmMW0wU8xDRSn/RExpmgxKRM4iVpAGSWzfHvQoRhUzGJyIiG2HMJSIiT6Y7PpKcye87InIdYqvywEnP37kqD9mTTCYz+rxarcYff/yBdevWabb5+Phg4MCB2Lt3r0lVxS9cuID77rsPDz/8MN555x0AwOjRo9GrVy+D78lJC0Tkqfz9/VFQUKC1rToO1lx1x1pkMhlkMplTFXOMjVCgvSlFAzgRl9yRPLSqeu/WidrbpfKqla05ic0sJ0+exJo1a5CQkIC2bdvi999/12vz119/4YUXXsCxY8cQFhaGyZMnY86cOZrnFyxYgMOHD+vtN2LECDz77LOaibhFRUVYu3Yt3nvvPRsfFRHVmZGkMxZOtp2//voLzZo1g0JxeyJ3x44dNc+ZkhCxbt06XLlyRTOeEBoaiosXL4q2daaV0IisiddLzsOshIjalnskchRmgxKRUxAZEIsFkCiTYUDCEqQhTLOd8YmIqI4Yc4mIyBpyU6oqs9wiyzW9aqczk+UmA2m3b2KwygwROTOuykNknuvXr6OiogINGjTQ2h4ZGYkDBw6Y9BpBQUFYunSp1rbg4GCD7TlpgYg8WYsWLXDp0iWtbZcuXUJMTEytSWx1wWKORE5CGVOV+FBj/AiZ56vuTRRn6Y23sGCTYWq1GuPHj8dzzz2HsrIynDx5Uq9NVlYW+vfvj0ceeQSffvopTp48iVGjRkEmk2kqnT/88MPo0aOH3r5NmzbVep3Ro0fjtddew5133mnjIyMii5mYdGaocDLVTV5ent5YgFKphLe3N3Jzc016jc2bN5v8fs60EhoRuSezMhwqKipw/fp10ed0B14d7fTp01qB+a677oKfn59D+0S2w2xQInIKBgbE5Fsn4rPHm6MkrAPA+EREZB2MuUREVFe5Kahc2RVe5SrNphgAxYIMFX4hDu2apSr8QlAsyBCzdwawt8YTrFpIRFRnXJWHnEV1pXBfX1+t7TKZDOXl5Sa9Rv369TFt2jST35OTFojIkw0dOhSrV69GYWEhFAoF1Go1tmzZgqFDh9r0fZ1phQgij6eMqXVMhUU8ayeTyZCUVPXzmTlzpmibDRs2oLy8HKtXr4ZUKkXDhg0xbdo0LF68GNOmTYNEIsEdd9xh9H3+/fdfPPHEE1i+fDm6d+9uk2OxpdRcld7cJz06RV70qusTuQozk87IumQyGYqLi7W2lZSUoKKiwibzbJ1xJTQici9mL/kQGRkpur1x48bW6I/VzJw5E9nZ2ZDL5QCAhIQEREdHO7pbZEPMBiVyLW57gmtgQCxWkgZIqiq0+nkVIgqZDugcEXkqxlzGXCIi0nfzZhoiylWYUToFycLtMSOVjxKb6jc1uq+zKlNEY4B6Cd4eFIWYkKoxElluclWCBG8gEZGjcVUeIqsIDQ0FAGRmal/rZmZmap6zNk5aICJ3tnbtWgBAamoqioqKsHbtWgQGBmLMmDEAgBkzZmDz5s3o168fHn30UezatQsqlQqvvvqqTfvFFSKIXAuLeFrHgQMHcM8990AqlWq29e/fH++++y6uXLmCJk2a1PoaQ4cORVlZGV5//XUAQMeOHbF48WLRtmq1Gmq1WvM4Pz/fKsdhqdRcFQYs2w9Vmfb5tr/UG8EBtxKic1OAVd2AMu1JzJDKq65HiVyNCUlnZBvNmjXD1q1bIQgCJBIJAODKlSua52yF57lEZCtmJUSoVCqDz12+fNka/bGqBQsWoGXLlmjZsiW8vb0d3R2CSFYybw4ReSyPOcEVWeIvFkCiTIb/XW4LoKVmO5dMJSJbYcxlzCUi++EkMdeRrypDBIBH7uuH8JbdNNtd+TsiOMAXOdL6eHpXKYCqG/DtJIX4UQbcLFQjwtEdJCLPJTJhg6vyEFlGqVQiNjYWhw4dwmOPPabZ/scff6Bbt25G960rjxlfICKPUl2tPC4uTvO4ZoJZUFAQDh8+jI0bN+LChQt46KGH8NRTT9ksCa2aU48vsDI5kSgW8ay769evo3379lrbIiKqRrRu3LhhUkLEqlWrtOa3hYQYvuaMj4/HwoUL69Rna8opKoWqrALLR3VGbMTtxHut8crirKpr62HrgLDb9704/4qIzHX//ffj5Zdfxr59+9C3b18AwNdff43g4GCbrrDj1Oe5ROTSzEqIsOZSOIcPH8auXbtw11134YEHHtB7vrS0FN999x0uXryIpk2b4tFHH4VMJtM8f+TIEZSWlurt17p1a4SFhaFDhw5YsmQJrl27hnr16mH37t0ICwuzWv/JTCKT0wDeHCIiDyCyxF/21dMI2TkVH+w4jDPCTc12LplKRFRHjLlE5AQ4Scz1xIT4IzbaPX5XYtUIM877AvtvJ4AQETnErQkbKX1XQK2MBQCkZKswf1caPlK45srOXJWHHGnSpEmIj4/Hs88+i7Zt2+LLL7/EqVOnsH79epu+LyctEJE7ql4hwhiFQoFp06bZpT/VnHZ8gZXJicjGvLy8RB8LgmDS/tUJbqaYN28eZs2ahXXr1mHdunWoqKhAcrLjVzOMjVCgfW3jlWEtgajO9uoSEbmgw4cPIyUlBceOHUNlZSW++eYbAEC/fv0QEhKCjh07YsKECRgzZgzmzp2L7OxsxMfHY/Xq1fD19bVZv5z2PJeIXJ5ZCRE+Pj4oLy+vU5uLFy9i5MiR8Pb2RmpqKoYNG6aXEFFUVIR+/fohLy8PgwYNwueff47Fixdj//79CAwMBAC8/fbbyMrK0nv9hQsXon///nj//feBWyfEkyZNwnvvvYdFixaZc7hkTSKT05B5vipBgjeHiMjd6SzxV12DYsXozigJ6wBwyVQiIuthzCUiIg+nW40wOZPfdeTeODnXNVSvUjN5ZyHOCHma7f7S+ggOsN0NVlviqjxkK//88w8eeeQRAEBubi7i4+Oxdu1aDBgwACtXrgQAzJo1C5cvX0aXLl1Qr149lJaWYv369ejatatN+8ZJC0RExMrkRGRL9evXR0ZGhta2mzdvap6zNplMBplMhtmzZ2P27Nk8zyVyJjVXoOJ5hkUOHjyIAwcOAACGDh2KzZs3AwA6deqkWT3no48+wqZNm7Bnzx7IZDL8/PPP6N+/v037xfFcIrIVsxIiKioqMGTIkFrbGCOTybB+/XrccccdBpfWWb58Oa5cuYKzZ88iJCQEubm5aNu2LZYuXapZquz77783qc8SiQQ9e/bEb7/9ZlJ7siGdyWn2knyzUOux1lJyREQOFCtJAyRVS136eRUiCpmO7hIRkdtizCUiIuSmaBVqkOU6vtqbPclyk4E0xe0NvIlEboKTc11D9So1cwa2QnjLbprtrjxWy1V5yFaaNm2K7777Tm97dcEw3KqSu3LlSsTHxyMzMxPR0dE2rd5YjZMWiIjsx+ljLiuTE2lP1gXHWqyhR48eeO+991BRUQFvb28AwN69e1G/fn00bdrUZu/r9DGXyJPIQ6tWnto68fY2qbyqELNOjOWcQONmzpyJmTNnGm3j5eWF8ePHY/z48XbrF8dzyVWl5qq0xoJ1Y5CGzv1IvXNGshmzEiJ+/vnnWtvUtlRkw4YN0bBhQ6Ntvv32WzzyyCOaTDSlUokRI0bgm2++0SREGFNZWYk//vgDAJCSkoKFCxdi8eLFBtur1Wqo1WrN4/z8/Frfg5xfcIAv/KXemJmQpLXdX+qNtePuRGiNymM8ISIiuxK5gIsFkCiT4X+X2wKoqqjD2EREZAUmxlww7hIRubfcFFSu7AqvcpVmUwyAYkGGCr8Qo7u6ugq/EBQLMsTsnQHsvb290scfXtOO8kY9EdlVTIg/YqPd50YnV+UhW5DJZGjdurVJbQMDA7USJWyNkxaIiOzHUTG35iQfgxN8iDyd2GRdGJ6wS6Z75plnsHjxYrz00kt4/fXX8ddff2HVqlWYO3cuJBKJzd6X57lETkQZUxVLqycTZ56virfFWZr4amxOYOLsON7vJSKrS81VYcCy/VCVaSdP+ku9tVdAzk0BVnWrWlWvJqm86hySbMqshIjBgwfbric1nDt3DmPGjNHa1qJFC6xZswaCINR6kqtWq/Hyyy9DIpEgPDwcixYtwsiRIw22j4+PNynRglyLWIWurKJSTN50DOM3HNFqyxMiIrIr3Qs4ANlXTyNk51R8sOMwzghVy34yNhERWYGJMReMu0REbu3mzTRElKswo3QKkoVozXaVjxKb6tuuupwzUNRviiGV78G/PFezLVaSihVYXfVz4U16IrIFrsrDVXmIiIjI5YhN8tGb4ENEovcdxCbskr4777wTZ86cQXl5OSorK+Hn5wcAyMrKQkBAACIjI/Hzzz9j6tSpWL58OZRKJaZMmYKXXnrJ0V13rJrX2KwyTZ5AGWM0lorNCUy+WYiZCUnIKSrlvV4nx1V5yBXlFJVCVVaB5aM6Izbi9rivXtHN4qyqZIhh66pW1avG8WG7MCsh4ptvvsEjjzwCHx8f3LhxA3///Tf69u0LANi+fTv69++PgICAOnVIEAQUFxfrZdwqlUqUl5dDrVZrTogN8ff3x4EDB0x+z3nz5mHWrFmax/n5+YiJ4YfPbmqerFv5D1+3QhcAnhAROQmPP8HVuYCrrkm7drACamU9pGSrMH9XGo5eykaOsRMpIiITMOYaj7kAROMuYy4RkfvIV5UhAsAj9/VDeMtumu2eEOujlf7YNHu41lhIxvkjwP7Vmp8LEZFVcVUerspDbsvjxxeIiOzIETFXbJKPJ1w3E1mklsm6JO7gwYOorKzU215zHliPHj1w/PhxVFZWwsvLyy79curzXLFK06wyTSQ6J5BcA1flIVcWG6FAe1NWQA5rCUR1tkeXqAazEiLeeustDB48GAqFAsnJyfj00081CRHvvfce7rjjjjonREgkEsjlcuTl5Wltz83NhY+PD2QyWZ1eX4xMJoNMJnPuE1x3JLaMoB2WEOQJEZFz4AmujlsxMWbvDABALIBEmQwDEpYgDWGaZqxeTkSWYMzVoRNzYSDuMuYSEbmfmBB/xJoyUOlmdMdCkjP53UZEtsNVebgqD7kvji8QEdmPI2OuyZN8iIjM5Otr+ooz9kqGgLOf54pVmmaVaSIiIiI9ZiVE2EurVq1w4cIFrW0XLlxAy5YtIZFIHNYvsjLdZQQdvIRg8s1Czb9Z6YKI7E4kJsq3TsRnjzdHSVgHgCvaEBFZj4HlrGvGXcZcIiIXV3MZeQCy3GSHdsdZyXKTgbTbK9LxZioRWQNX5eGqPERERERERK7EUQV0U3NVWtePNect6WGlaSJyEyxaTkS24pQJEcOHD8eHH36I+Ph4BAcHIzc3F9988w2effZZm76vU2f8uisnWEYwOMAX/lJvzExI0mxjNWAicgiRmBgrSQMkVROU/LwKEYVMvYEQT5hQQERkdQbOQ6vjLmMuEZELy01B5cqu8CpXaTbFACgWZKjwC3Fo15xFhV8IigVZ1WpJe29vr/Txh9e0ow4fqyEi98BVeapwVR5yJ5y0QERkP04Tc3UKDiDzvCN7Q+SSeJ/B+TlivlhqrgoDlu2Hqkw7zvtLvREcYPpKGkREroZzdMlV1ExcNJq0SE7DrIQIPz8/qNVqKBQKvefUajX8/PxqfY3S0lIsWrQIAHDt2jVUVlbi9ddfR0REBKZMmQIAmDlzJr7//nv07NkTAwcORGJiIurXr485c+aY012zOc2gAtlVtNIfibPjtIIXqwETkcPJQwGpvGrlnFtiASTKZBiQsARpCNNsZxIXEZEV6MRdxlwiItd182YaIspVmFE6BclCtGa7ykeJTfWbOrRvzkJRvymGVL4H//JczbZYSSpWYHXVz48JEURkDq7KYxKuykPugJMWiIjsxylibm4KsKobUFasvV0qrzqXISKjxIpzgvcZ6JacolKoyiqwfFRnxEbcvlZkwgwREZHjiSUuMmnR+ZmVENGxY0fs378fw4YN09qel5eH7OxshIWFGdxXjKEVHwICAnDgwAFs27YNFy9exKuvvophw4ZBJpOZ9frmcopBBXII3apdRGSeNWvW4Ntvv9U8fuONN9CzZ0+H9snlKWOAqUf0qu7It07EZ483R0lYB4BJXEQe6eeff8ayZcs0j59++mmMGTPGoX1yC7pxlzGXiMhl5avKEAHgkfv6IbxlN8123ky8LVrpj02zh2uKQwBAxvkjwP7Vmp8fEZFJuCpPrbgqDxEREbms4qyqZIhh64Cwlre3M7GTyCS6xTnB+wwkIjZCgfYeuLoiEXkuFi0nVyCWuMj7jM7PrISImTNnYtiwYejcubNmW0lJCSZMmIBp06aZ9Bq+vr54/fXXTWo3atQoc7pXZwy2VBOXLSQy3blz59C9e3f06dMHANCiRQtHd8k9KGNEB5RjwxVAlPagCGMWkedITU1FZGQknnrqKQBAbGyso7vkPkTiLmMuEZmLYwvOIybEH7G8mWiQbnGI5Ex+lxGR+bgqT+24Kg8RERG5vLCWQFRnExoSkS4W53QNHNMlcgGZ57UfM0HTZbFoObkSJi66FrMSItq2bYsPP/wQgwcPRmRkJK5du4aOHTti7NixmD59uu16aScMtgQuW0hksb179+Ls2bPo378/+vbt6+jueAxjMWvtuDsRWmOpLk7YJXIff/31Fz744APcdddd6NGjh6O74zEYc4nIFBxbsL8bVy+gMCdd8zj3ymmH9sfVyXKTgbSqaje8qUREteGqPLXjqjzkTjhRjIiIiIjckVON6eam3F7NHCKTwIk8jTwUkMqBrRO1t0vlwNQjHL8mIsfi97ZTMSshAgDuu+8+/P333zh+/DiKiorQuXNnKJVK2/SOPJODMzq5bCG5mwMHDmDNmjX45ptv0KNHD+zbt0+vzeHDhzFjxgwkJSUhIiICU6dOxdy5czXPv/TSSzh+/LjefmPHjsVTTz2FKVOm4OrVq8jOzsY777yDnJwcvPrqqzY/No9VI05GA9g7sTkyvW/fPs8qKsXkTccwfsMRrd2Y2EVke2fOnMHatWvx2WefQSqVIjMzU6/NpUuXMHXqVOzbtw8BAQF4/PHHsWTJEshkMgDAmjVr8O233+rtd88992DhwoV44IEH0KRJExQVFeGjjz7ChAkTsHnzZrscn0dizCUicmo3rl5A0Mf3IFKi1tpeLMigCK7vsH65ogq/EBQLMsTsnQHsrdpW6eMPr2lHeVOJiGrFVXmM46o85C6caqIYEZGbYxIakYtiBXOqi9wUYFU3oKxYe7tUXvVZIvJEypiqxAfdCcdbJ1ZtY4wlIkfh97bTMTshAgC8vb3RtWtXrW3l5eXw8bHo5ZwGBxUczIkyOrlsIbmLrKwsvPzyy5g0aRK8vLyQkpKi1yYtLQ0DBw7Es88+ix9//BFHjx7FiBEjoFAoMHXqVADA448/joEDB+rt27RpUwBAy5Yt0bJlSwBAkyZNMH36dCZE2IKBOBkplSNy1CZAHla1QaE/Ybc6sevopWzkRCg021mxkci6nn/+eQwdOhQvvPACVq5cqfd8aWkpBg8ejDZt2uDixYu4ceMGHn74YZSVlWHNmjUAgP79+6NFixZ6+0ZEVP1NR0VFISoqCgAwYMAAREZG2vy4PBJjLhGRSyjMSUekRI0/73gXysbtNdsVwfUR2Uj/+5QMU9RviiGV78G/PBcAECtJxQqsxs2baYjgTSVyYhzTtS+uymNduVdOI7nGY35/ERERUTUmoRG5GCea70Lmc5qxheKsqkmVw9YBYS1vb2diDXk6ZQz/BojIplJzVXoF1GvF722nY1YGQ1hYmKbKbZ8+fbSqjEulUgiCYP0e2hEHFRzMBTI6dQMdJ7WRswsNDcWBAwcAAPv37xdt89FHH8Hf3x9LliyBl5cXBg8ejIkTJ2Lp0qWahIguXbqY/J7Hjh1DeHi4lY6AtIjFyeJMIGEc8PlwraaRUjkiawyuBQf4wl/qjZkJSVrtWMGcyLp2794NAFi+fLno89u3b8eFCxewf/9+REZGokGDBliwYAH+85//ID4+HkqlUivJrDbHjx9HaCgzy22CMZeIyKUoG7dHbKdeju6GS4tW+mPT7OGaAd+M80eA/auRrypDRK17EzkOx3Tth6vyWI8iuD6KBRnuOj4XqLEoa7Egw40JvzMpgoiIiIjI1bjAfBcyzOnGFsJaAlGdHd0LIpfEuX3Oz2mS0IhuSc1VYcCy/VCVaX8m/aXeCA7wrf0F+L3tNMxKiMjKun3ibmhiLVGdOGlGJye1kTv7448/0Lt3b3h5eWm29e/fH8uXL8f169fRoEGDWl9j7NixuHHjBrKzs3Hjxg3s2LHDYFu1Wg21+vaN8/z8fCschQcRi5OGBteuHtRsj4bhCuY5RaWMY0R28scff6B169Zaqzr0798fZWVlOHr0KO67775aX+PVV1/FoUOHUFRUhHPnzmH9+vUG2zLm1hFjLhEReZiaK2YmZ/L7ioi0cVUe64ls1AI3JvyONJ3VNu46PrdqG3+eRERERESux0nnuxAReQLO7XMdTpeERh4vp6gUqrIKLB/VGbERCs12JlS5HrMSItwds8/IkGilPxJnx+kti8NJbeQObty4gRYttG+yRkREaJ4zJSHiP//5D1QqFZRKJdq1awd/f8N/E/Hx8Vi4cKEVek4auoNrBpZkjZTKETlqEyAPAwD4eRUiCpnMkCeyoxs3buitolMz5ppi5MiR6NOnDwICAtC2bVujgwSMuTbAmEtE5FA3rl5Aoc7kUbKt3CunkVzjMSc+ExFX5bGOyEYttBIfkgGt1SKIiIiIiIiIiMg0nNtHRHUVG6FA+2gm6bgyJkTUwOwzMqZmlcSaOKmN3JEgCAAAiURiUvt77rnH5NeeN28eZs2ahXXr1mHdunWoqKhAcnKyCXuSycSWZC3OBBLGAZ8P12yKBZAok2FAwhKkIUyz3V/qjbXj7kTorWW/GNeI7MPUmNupUyeTX5Mx1w6sHHPBuEtEZNCNqxcQ9PE9iJSotbYXCzIogus7rF/uShFcH8WCDHcdn6s1QbdYkOHGhN+ZFEFEROSBWFiMiIiIiIiInJWhuX1EROQZzE6IUCqVov8m8jRcaovcRWRkJDIyMrS2VT+uX9/6k4pkMhlkMhlmz56N2bNnMwnNVsSWZNWdsJt5HvKtE/HZ481REtYBAJBVVIrJm45h/IYjmmaMa0TWExkZiaQk7XOHmzdvAoy5rs2KMReMu0REBhXmpCNSosafd7wLZeP2mu1cscA2Ihu1wI0JvyNNZ0WOu47PrdrGnzmR2+OqPI5Rc2UefseRs2FhMSIi95Kaq9KrokxE5ImY+EtERETk+sxKiPj7779t1xMiF8Oltshd9OzZE2vXrkVlZSW8vLwAAHv27EGTJk3QoEEDR3ePrElswi6AWEkaIFFUPVAAeyc2R6Z3BMC4RmR1PXv2xPLly3H9+nVNjN2zZw+kUinuuusuR3ePrMmCmAvGXSIiLboTMzKyVYgFoGzcHrGdejm0b54islELrcSHZAA4DqRkq1CSmqfZztWNiNwPV+WxP7GVebgqDxERkeey9eTc1FwVBizbD1WZ9us3k+YgougfIE0GZJ63yXsTETkbeyT+MgmNiIiIyLbMSoho3bq17XriBJjxS+biUlvkDp577jm8//77ePHFF/HKK6/gzz//xEcffYR3333Xpu/LmOsE5KGAVA5snai1OVIqR+TUI1oTeU0ZkOEkKKLaDR06FC1atMB//vMfrFmzBunp6Xj99dcxYcIEBAcH2+x9GXOdgBkxFybEXcZcInJ3YhMz2kkuoa8MCPKXOrRvnqz6Z//dr3uQ/Ms5zXaVjxKbZg/ndxORG+GqPPanuzIPV+UhIiLybLaenJtTVApVWQWWj+qM2IiqAi7SwlS02DIBXl+qbjeUyqvGNomIyGKGktD8pd4IDvB1WL+IXJ5u8qY8VLRgHREReQazEiLcHZf6JSJ31KRJE1y5ckXzWCKRAAAEQQAAREVFYdeuXZgxYwaioqIQHh6OV199FVOnTrVpvxhznYAyBph6BCjOur0t83zVZN2rB4HiLEQUqdFMmoOZCUm1vpy/1BuJs+M4CYo82pAhQ/Djjz9qHlfH3FOnTqF9+/bw9fXFzp07MWXKFDRv3hxyuRyPP/44li5datN+MeY6ARNiLgCT4y5jLhG5u5yiUgSXpWP1oCjEhFTFOlmuAtgLRChkju6ex4qIiEKljz9WYLXW9mJBhpT0OwBlW4f1jYjqrma1Sq7K4xg1V+apXpWHiIiIyJZiIxRoH31rzDjtElCuAoatA8JaVm3jxEIiojoTS0IDi18RWc5AITpI5VX3Y3nu4tRYzJGIbIUJEUREbu7y5cu1tunevTsOHz5sl/5U4wmuk1DGaF8M6lw4RgBIlPnjwtg9KFNEG3yZ5JuFmJmQhJyiUg7akEfbsWNHrW2aNm2Kn3/+2S79qcaY6yRqibkwMe4y5hKRJ5AWpiJR9iLk+9U6T7AypUMpY+A17ahWgl/KhSTE7J0B75Jsh3aNiOomNVeFccu+hX95LgAgVpKKvr5clccZ5F45XZUccQtX6SAiIiKbC2sJRHV2dC+IiNyOVhIaEVnOWCG64iwmRDg5FnMkIlthQgS5Bi5xReR2eILrpHQvHDPPw2vrRLQKLAWi+HsiclWMuU7KwGAd4y4ReSqtyuRpqWglUSOl7wrEtKgxCYPjAY6nk+CnzigEAKRkq1CSmqfZzgp3RK6lMP0SdnjNglx2OxGt0scfERFRDu2XJ1ME10exIMNdx+dqrRRRLMhwY8LvTIogIiJyMeXl5cjKykJERIRmZWEiIiIispBuIToiIvJ4TIgg58YlrojcFquVO7E6XDgm3yzUesxJUETOgTHXiTHmEhEBRiqTyxq0YVVKJ1ddPX7pL+dwZlepZru/1BuJs+P43UTkIrxLsiHXSUTzYhKaQ0U2aoEbE35HWk66ZlvuldO46/jcqm1MiCAH4PgCEZFlvv76a8yYMQOVlZUIDQ3Fjh070KxZM0d3i4gciOP7RERERC4mN0V/ZRpyKkyIIOdmbImrqwe1tzvRDTpevBLVjtXKXUwtJ3ERRWo0k+ZgZkKS1nZOgiJyDoy5LshI3GXMJSJ3xMrkritCIQMArB2sgFpZdZ6Rkq3C/F1pyCkq5fcSkZOquSoPAGRkqxALQK2MZSKaE4ls1EIr8SEZAI5zVR5yHI4vEBFZJj09Hf/88w/q1auHOXPmYM2aNViyZImju0VEDhAc4At/qTfH952MwxJ/ObGSiNxEWVkZpFKpo7tBZBLdsXHdub6iclOAVd2AsmLt7VJ51bxlcgpMiKiBlW2clG7VXCdeNYIXr0TkdgzFXB0RABJl/rgwdg/KFNHArRPGmQlJOHopGzkRCqP788Y9EdEtJsRdxlwi58axBdPoTcRNS0UrViZ3Tbe+u2L2ztBsigWQKJPhf5fbAmip2c7vICLnkJqrwoBl+6Equ/1d1U5yCX1lt1d9IedU/fv57tc9SP7lnGa7ykeJTbOHM8YSERFZKCUlBTt37kRsbCz69u0r2ubAgQO4cOECGjdujD59+sDLy0vz3JUrV1BWVqa3T/369REYGIjp06cjNTUVly9fxrlz5zBy5EibHg8ROa9opT8SZ8fpTcKbmZDEwhIO5JDEX06sJCI3kJaWhokTJ2Lv3r0ICQnB6tWrMXToUEd3i8ggsbFx3JrfGxzga3jH4qyq7+xh64Cw2/e9nKmIOzEhQgsr27gIY6tGFGc5NMDw4pWI3I5YzBWTeR5eWyeiVWApEFX1HWooSUwME8eIiG4xJe4y5hI5NY4t1M7YRFxZgzasTO5qRL67sq+eRsjOqfhgx2GcEW5qtvM7iMg55BSVIrgsHasHRSEmpOrvUZarAPbeXvWFnFNERBQqffyxAqu1thcLMqSk3wEo2zqsb0RERK4oPT0dzz33HE6ePImSkhIMHjxYLyGivLwcI0aMwKFDhxAXF4eDBw+iSZMm2LlzJ+RyOQBg/PjxuHbtmt7rL168GMOGDQMAzJ49G/v370dkZCT69etnpyMkIqegU/U/Wh6K6GhOnPN4nFhJRG7gf//7H2bNmoUdO3Zg9+7dmDBhAhMiyKnlFJVCVVaB5aM6I7ZGoUmTC3qFteR9TCfGhAhyTbqrRjiRaKW/aHDUXVqHVRHJ07FyrguxMOaKJYmJEatqzhhJZF2MuS7Ggrhbl5gLxl0isjNOxHVDOt9dIbf+v3awAmplVWJQSrYK83elsWAEkQPorsqTevk8EmUvQr5frd2QVSidnzIGXtOOaiWhpVxIQszeGfAuyXZo14iIiFxRWVkZnnnmGQwZMgSDBg0SbbN+/Xrs2bMHp06dQuPGjZGRkYGOHTtiyZIlWLBgAQBg3759Rt+nsrISmzdv1rze888/j61bt9rgiIjIqRhaEVoqryou4aRzXsjOOLGSiGyosrIS+/btQ15eHh599FHRNjk5OTh06BD8/PzQs2dPyGS379OUlJSgpKREbx+pVIqAgACMGjUKpaWlyM7OxvXr19GkSRObHg+RtcRGKNA+moXt3I1bJ0QcOXIEP/zwAzIyMjBixAgMGDDA0V0iD2SoWi+rIpKnY+VcN2VBhROxOOkv9cbacXcitMZyZJysS2Q5xlw3ZaWYC5G4y5hLRLYkLUzlRFx3d+uGf8zeGZpNsQASZTKkFHYFwPMRsh4m/xpnaFWeQTI1sgevQkij9rcbswqla9BJQlNnVBXiSclWoSQ1T7Od5/RERES1a9iwIRo2bGi0zebNmzFkyBA0btwYABAeHo5Ro0Zh8+bNmoQIYyoqKjB8+HDMnj0bCoUCf/zxB4KDgw22V6vVUKtvXy/n5+ebdUxE5ETEVoTOPF+VIFGcxesvIiKyqQ8++ADLly9HZWUlbty4IZrYsHXrVowfPx7t2rVDXl4eioqK8NNPP6F9+6oxw3fffRfvv/++3n4DBgzAN998AwD49NNPMWvWLADAli1bbH5cRESGuG1CxJYtWzBp0iRMmzYNnTt3Rnh4uKO7RB5KrFpvdWVeVkUkIrdhrMLJqE2APMzgrtEA9k5sjkzvCABAVlEpJm86hvEbjmi1YyIZEdEtVoy5MBB3GXOJyJp0K5NnpKWilUSNlL4rENOiRvUzTsR1HyI3/KsrmKelpaJMEa3Zzgm7VFdM/jVObAlwv8x6wDZUJUOwCqXLC/KXAgC++3UPkn85p9mu8lFi0+zhjLFkUEVFBX7++WdkZWVh0KBBiIyMdHSXiIic0pkzZ/QKL7Zt2xYffvghysvL4eNjfMqFt7c3nn/+eSxYsAB5eXm455578MYbbxhsHx8fj4ULF1qt/0TkYBasCE1ERNaVfLNQ67GnjElLJBLs3r0bu3fvxrRp0/Sez8rKwlNPPYVXX30Vc+fOhSAIePTRRzF+/HgcO3YMALBgwYJak4AnTpyIiRMn4u+//0bfvn1x8eJFBAQE2Oy4iIgMcduEiJdffhlr167FY4895uiuECFa6e8RJ1JE5mAFRzcjVuGkOBNIGAd8PrzW3SOlckTWWBrW1EQy3cl18KCLVyJzMOa6GSvHXOjEXcZcIrImQ5XJ+8oAWYM2nIjrznRu+MsKqyqcLv3lHM7suv19wiQ8ItuLQibae11CrKQqIQKSNEd3iawoIiIKlT7+WIHVWtuLBRlS0u8AlG0d1jdybvfffz8CAgLg7++P2bNn4+DBg2jRooWju0VE5HTy8/OhVCq1tgUHB6OyshKFhYV6z4np168f+vXrZ9L7zZs3T1Nht/r9Y2I4mZqIyFTnz5/HpEmTcOjQIXTs2BEbNmxAu3btHN0tInKA4ABf+Eu9MTMhSWu7p4xJT58+3ejz3333HUpLSzF16lTgVgLFrFmzEBcXh7Nnz6Jt29rHlF599VX069cP7dq1w8WLF6FWqw0mDHMlNCKyNYckRJw5cwZr167Frl27MGbMGNEssiNHjuCtt97CxYsX0bRpU7zyyivo2bOn5vm5c+ciLy9Pb79nn30WrVq1wpUrVxAdHY1Zs2YhNjYWTz/9NPz93ftLjIjIlbCCoxsSq3CiO2FXTPXSsFcPatpGy0MRHa0/wF8zc7+6onnNyXXwoItXInMw5rohK8ZcGIi7jLlEZAnd5Knkm4UILkvH6kFRiAmpihWyXAWwF4hQyBzYU7K36t/32sEKqJVV5yMp2SrM35WGo5eykXOrcj2YcEdUJ7pxOPXyeSTKXoR8m1q7oVRetTIPuT5lDLymHeWqPGS2d999F126dAEATJgwAfv372dCBBGRCH9/fxQUFGhtq568ZYv5BzKZDDKZjEVuiIgstH37drz11lvo2rUrli1bhnnz5mH79u2O7hYROUC00t/kYpye6K+//kKzZs2gUNwem+/YsaPmOVMSIiZMmIBp06bhxIkTaN68ObZs2QKZTPzeD1dCIyJbs3tCxB9//IGJEyfiueeew/79+5GRkaHXpnr5nMmTJ+O///0vvvnmG/Tv3x+HDx/WBN127dqhuLhYb9/g4GB4eXnB19cXq1evRrdu3fDDDz/gwIED+PLLL+1yjERERHSLKcvAykOrJmJsnXh7m1QOjNoEyMMAABFFajST5ohm7n/6TDeEBvgCvHglIk9nacyFdtxlzCUiS4mtBhGFzKqJuPs5Edfj3foOitk7Q7MpFkCiTIYBCUuQhjDNdibcEVnG0Ko8g2RqZA9ehZBG7W83lofWfu5IroOr8rid9PR0fPzxxzh48CAmTpyIoUOH6rU5e/Ys1qxZg+vXr6Nt27aYOXMmQkJCAABlZWVYtWqV6Gs/8cQTiIiIQJcuXbBmzRqkpaXhn3/+wZtvvmnz4yIickUtWrTApUuXtLZdunQJMTExBid7WYO1i9yIFTAgInKEiooKHDp0CFKpFN26dRNtk5OTgzNnziAsLAytW7fWeq6yshKVlZV6+3h5ecHLywtz5sxBZWUlSkpKIAgC6tevb7NjISLnF6305ziIAXl5eQgODtbaplQq4e3tjdzcXJNeo2nTpvjxxx9NasuV0IjI1uyeENG1a1ecOXMGAPDVV1+Jtnn33XfRtm1bLFu2TLPPb7/9hvj4eM0+Tz75pNH3qV+/PuLj49GoUSPcf//9GDx4sNWPhYiIiKxAGaNd1bw4E0gYB3w+XNMkAkCizB8Xxu4xqbKh7kA+KyASEd2iG3OhH3cZc4nIUjlFpVCVVWD5qM6IvVXt3y/zVFVV8mHrgLCWtxtzIq7nEfsOyjwP+daJ+Ozx5igJ6wAw4Y6oTsTjcD1gG6qSIaI6O7qLZCfVq/KsGN2Z8dUFbd++HVOnTsWYMWOwf/9+9O/fX69NUlIS7rnnHjz++OMYOnQo1q9fj4SEBBw7dgwKhQKCIODy5cuir69W305UvXr1KlJTU1FaWorc3FxERUXZ9NiIiFzR0KFDsXr1ahQWFkKhUECtVmPLli2iyWrWZM0VIsQSZ3ErWTL4VvETIiJbq6ysRHx8PNavX4+CggI0adIEf/75p167//u//8MLL7yAli1b4sqVK+jUqRO+//57TXLYo48+Kjr5dvbs2Xj33XcBANOnT8eaNWsQFRWFPXv22OHoiIhcj0wm0ytIXlJSgoqKCvj5+dnk/bgSGhHZkt0TIqRSaa1t9u3bh7Fjx2pte+CBB7B69WqT3+eNN97A/fffj7vvvhsHDhzQe72a1Gq11gBw9RKX5IIyz2s/5gQLIiLXoFvVXGSilNfWiWgVWApEGa6EFBzgC3+pt2hV87Xj7tRUNQcn7BKRJxNbSaJm3GXMJaI6io1QoH30rfghubXUclhLTsQlg6sZxYYrjH7nEJE4sSq/UchEe69LiK2Ov5I0x3WQHC5Wkqb5Lvbzqvp8MKHZ+fXo0QMXL16Er68v1q9fL9pm/vz56NWrl+b5YcOGoWHDhli7di3mzJkDX19fLF++3OB75OTkwNfXF/Hx8QCAZcuWYf369XjvvfdsdFRERM5r7dq1AIDU1FQUFRVh7dq1CAwMxJgxYwAAM2bMwObNm9GvXz88+uij2LVrF1QqFV599VWb9suaK0SIJc6C5wFEZGcVFRUoLi7G3r17sXz5chw4cECvzalTpzBlyhR8+eWXGDVqFHJzc3H33XfjxRdfxEcffQQA+P7772t9r1WrVuGDDz7A1q1bMWrUKJw4ccImx0RE5MqaNWuGrVu3QhAESCQSAMCVK1c0z9mKtVdCIyKqZveECFNcu3YNkZGRWtsiIyNx48YNVFRUwNvbu9bXGDduHLp06YITJ05g8uTJBpdZA4D4+HgsXLjQKn0nB5GHAlI5sHWi9napvGpyF5MiiJwOM37JKAMTpfQS33REA9g7sTkyvSM027KKSjF50zGM33BEq63YhF1dvBlA7oIxl2olFnftHHPBuEvkcgxNxPXLPHU7EaKWWEIEaH9O/DL1J+zy+4FIn1iV3yhkIlH2YtXKPDVJ5VXjp+Q5RMbLYwEkymQYkLAEaQjTbPeXeiNxdhzjrBMJDw83+nx5eTl2796NFStWaLYpFAoMGjQIO3fuxJw5c2p9j4KCAowaNQoDBw5EeXk5Pv30U82EYDEsLEZE7iwpqarYR1xcnOZxaOjtc6egoCAcPnwYGzduxIULF/DQQw/hqaee0mpjC7YY09UqYEBEZGdSqRRvv/220TafffYZmjRpglGjRgEAlEolpkyZgvnz52PlypXw9a19VZtZs2Zh0qRJiI6ORlFREUpLSw22tdV5rti4KRGRs7n//vvx8ssvY9++fejbty8A4Ouvv0ZwcDC6d+9us/fl3AVyGbkpWkUlyfk5XUKEIAiorKzUW0mi+qTW1IQIAGjfvj3at29fa7t58+Zh1qxZWLduHdatW4eKigokJydbeATkEMoY0Wri2DqxahsTIoicDjN+ySyGEt9ERErliNRJhkucHac16GRowq4uTgogd8GYS2ZxUMwF4y6RS+FEXLIKEyfs8vuBSJ9YlV+/zFNVMXjYuqqVeapxFV3PY2C8XL51Ij57vDlKwjoAtyblzExIwtFL2chhtWiXkZaWBrVajYYNG2ptj4mJwZ9//mnSazRq1AhfffUVvvjiC0ilUnz//fe48847DbZnYTEicmfGEsKqKRQKTJs2zS79qcYxXSLyRElJSbjjjju0tt1xxx0oKipCcnIy2rZtW+trPPTQQ3jsscdw5coVdOzYEZ9++qnBtrY4zxUbN8Wt8a3gWopGERFZ0+HDh5GSkoJjx46hsrIS33zzDQCgX79+CAkJQceOHTFhwgSMGTMGc+fORXZ2NuLj47F69WqTEtAsxfNccgm5KcCqbkBZ8e1tvN/p9JwuIUIikSA0NBRZWVla2zMzMxEYGGiTYCuTySCTyTB79mzMnj2bwdZVGaom7sS4PDkRkYnEbuSLqU6Gu3pQq220PBTR0drfEboTdnVVTwrIKSplbCYiz+KAmAvGXSKnJ1bVjBNxqc5MmLDLybpEVQxVl9Sq8lu9Ok9YSyCqs0P6SU7EwHh5rCRN81mJCFCjmTQHMxOStNowEc25VVe4lcvlWtvlcrnR6re6mjRpgvnz55vUtrqwWLX8/HzExPD8joiIiIisKycnB82aNdPaVr0iT05Ojkmv0bdvX5w8edKktrY4zxUrYACOZRGRAxw8eBAHDhwAAAwdOhSbN28GAHTq1AkhISEAgI8++gibNm3Cnj17IJPJ8PPPP6N///427RdXiCCXUJxVlQxR854n73c6PadLiACArl274uDBg1rbDhw4gLvuusum78tgS/YSHOALf6k3bzQREZnDlMQ3Q1XNpXJg1CZAHqbZJDZhVwyT14jIIzko5kIn7jLmEjkHQ1XNmklz0DPgGiIksqoNkrSq/3MiLpmjlgm7nKxLZDwORxT9A6TdisNctpuMETl/jwCQKPPHhbF7UKaIBpio7BKUSiUAIDs7W2t7VlaW5jlrqy4sxvtoRET2w5hL5Hl4TxLw9fWFSqXS2lZcXKx5ztpseZ6rVcCAiMgBZs6ciZkzZxpt4+XlhfHjx2P8+PF26xdXiCCXwnueLsUpEyImT56MESNG4JdffsHAgQOxd+9e/PTTT/j8889t+r4MtmQv0Up/vSq5vNFERGQFYhVmizOBhHHA58O120rlVW0NTPita/KabvVOeOjAJRG5MSvGXBiIu4y5RM5BrKqZtDAVLbZMgNeX2jcouVws1ZnOhF1O1iViHCYrMbAqj9fWiWgVWApEad8TYaKy8woLC0NUVBROnjyJ4cNvX3slJSWhU6dONn1v3kcjIrIfu8Tc3BS9cwMisj8W1LytSZMmuHbtmta26sdNmjSx2fvyPJfIjeiez7CiOxGRx7B7QkRxcTE6duwI3Dpp/eeff7Bz5060bNkSP/30E3BriZ63334bw4cPh6+vL0pKSvDaa69h5MiRNu0bqyyQPUUr/T3qwpWIyG7EKsyK3PDH1onA1YPa22tcDBtLXjt6KRs5RpY4NVS90xMHLonIzVkp5kIk7jLmEjlWzUSj6gmRWlXN0i4B5SrtpWLBmwtkBboTdk2crAtO2CU3wzhMNmFoJbgakwUiivRX5uG5tfN58sknsXHjRkybNg0RERH47bffcPDgQSxYsMCm78v7aEREbiQ3BVjVDSgr1t7OBFsiu2NBzdsGDhyISZMmITMzE2FhVatQb9u2DZ07d0Z4eLjN3pfnuURuwNjK9rUUbSP7YswlIluxe0KEv78/du7cqbddJpNpPX7xxRfx/PPPIz09HREREfDz87N535jxS0RE5KZ0b/ibeDGsm7xmaoUWseqdnjpwSUQeyMKYC524y5hL5DhiiUb+Um8EB4gsS8+lYskWxCbs1jJZF5ywS25ELA43k+YgougfIO3WOHr13wTjMNWFyLm67so8PLe2v0uXLmH69OkAgPz8fKxbtw6JiYno0aMH5s+fDwD473//ixMnTqB169Zo3bo1Tpw4gVdeeQUDBw60ad94H42IyH5sPlGsOKsqGYIJtkROwVMKah46dAiFhYVISUlBQUEBEhMTAQB9+/aFt7c3nnjiCXzwwQcYMmQIZs6ciZMnT+KLL77Ajz/+aNN+8TyXyA0YWBkTWydWbeP5jdNgzCV7qll4CCKFtsi92D0hQiKRIDY21qS2MpkMjRo1snmfqjH7jIjIfhhzyaFMvRjWWS46GsDeic2R6R2h2SZWwVy0emeN9jWxii3ZA2MuOZQ5A5A14i5jLpH9iA0G6iYahVXcRGTxOaC6cKTustNEtmLCZF0wGY5cXG1xWFqYihZbJsDrS5X2jqzeS3Vl4Fzd0Mo8ZB+hoaGYPHkyAGj+DwCRkZGaf8vlcuzcuROnT5/G9evX0aZNGzRs2NDmfeP4AhGR/dhtohgTbInIjj7++GNcunQJABATE4N33nkHANCrVy94e3vD19cXe/fuxbJly7Bp0yaEhoZi37596NWrl037ZZfzXJ37zhxfJbIBQytjEpFHEis8BGNF4Mjl2T0hwpkx+4yIyH4Yc8nhDF0MVw8+FWcCCeP0louOlMoRWaOiubEK5jVPoE2tdE5kC4y55HC1xVyIx13GXCLbMzYY2LVpSNXfS24KsKq33nkRJ+KSXZg5WZfJcORqTIrDaZeAchWr95JtmDhZgPHVfoKCgjBkyBCT2rZv3x7t27e3eZ+qcXyBiIiIiOpi3bp1tbapV68e3njjDbv0p5rNz3NzU4BV3Ti+SkTEYgtkRzlFpXoF4GBoXJOJi26BCRE1MNgSERF5MJHKs5DKgbHfAvKwqsciFc2jlf5InB2nVc0TIifQYu3EKp1zQgEReQSxmAuduGuHmCu2L5G7M2U1COj+bRRnVd2s40RcchQTJusyGY5clVk3ZVi9l+zp1k2/iCI1mklzGF+JiIjsjHMXiIjcCMdXiYg0WGyB7C02QoH20UY+a0xcdBtMiKiBwZaIiMiDiVWeNXEQKlrpb9IEAN12YpO26jKhQHeCIzjRl4iclVjMhWlx15oxF3WIu4y55IpMqkJeLTcFSLv1N1pdBYUTccnZ1KjQEw1g78TmyPSO0GxjMhw5I7HENIjdlBGLw0T2oJO8HAEgUeaPC2P3oEwRDTC+ejROziUish/OXSAish+7nedyfJXIaXAlTNfE+7NkE0xcdBtMiCD3p3vDkIGKiIgMMaHyLGDid4vucmoi7XQrmBuaUCBG96LO2ARHVmwkIqfk4JgLM+IuYy65C5OrkItVQmEVFHImBlYaipTKETn1iCb+G0uGWzvuToQG+Gq28aYJ2YOxc4jgGp9HxmFyKN3k5czz8No6Ea0CS4GoqsmYXJXHc3FyLhERERG5I57nEnkOjmk4nqVJaLw/SzbHxEWXx4QIcl8Gbo5DKq+6ocOkCCIiMpep3y3GllPT+Q6qWcHc0MW3GN2LOrEJjtUTfXOKSnnxR0Sux8YxF2bEXcZcMoczVc01uQq5LrFKKCwuQM5EbKWhzPNV3xnFWZrPqlgyXFZRKSZvOobxG45ovSRvmpAtiMVhkxLTGIfJ0cSSl7kqDxERERGR9bCwJxGRQxgroMZ7fPZhaRIa789SbQzdFyXPwYSIGpxp0gJZgYk3x4nIOjZu3IgNGzYgJSUFw4cPx9KlSx3dJSLrM/bdcvWgVvVEvckrJnwHiV18izF2UVfrBEdyC7t378a7776L5ORktG/fHtu3b3d0l4isz8YxFybGXcZcMpejqonpDvJVT/qutQo5RFZZqb4hy0oo5MxMXGlINxkOAG94kV0Yq1jWtWmI/so8aYzD5KSssCoPE86IiIiIiG5hYU+nxPliRJ5FbMyYXIfY/Vndie8s0OF5TF6dmdwaEyJq4BJobsjQzXHdbHtdDsy+r/kFzS9nchVffvklXnnlFaxfvx5t27aFQqEwYS8iF6X73WJs4LJRj9q/T3QmIEbLQxEdzcFOMuzEiRN45JFHsHLlStx7773w9+e5ArkxG8dcMO6SmzA2yPfpM90QWmOgT+8609gqK/JQm/edyOpMqLBo6IYXx2TImsQqloFxmFxRHVbl4aoR7ocTxYiI7Icxl8hNsbCnU+J8MSIi12SsQMfacXcavz9mZbqFy+zxnnSbyePx5NaYEEGexdAEKl0OyL4X+4Jm9SyypuvXr0MikSAyMlL0+crKSty8eRP16tUze3LtqlWr8NZbb+GBBx6wUm+JXIjYwCWMJNfVnKBVnAkkjNOe+MIKMG4hKysLxcXFiIkx/Hu8efMm/P39ERgYaNZrr127FhMnTsT48eOt0FMiF2PtmAvGXXIPdRrkK87SX2UFji0UQGSROlRY5JiMa3OWiWKGluOudUUpxmFyBRauysNVI9wPJ4oREdkPYy6RGzPx/JqIiIiMEyvQUb2C+vgNR7TampokYUlig7HCZZ46BuaoBJFax+PJrTEhgjyLoQlUNTko+173C7q6elZOUalHfimSdVRWVuLLL7/EmjVrcPToUfTs2RP79u3Ta/f999/jP//5D4qKilBSUoJnnnkGH374IXx8qr4mxo4diwMHDujtN336dMyePRv//vsvsrOz0aFDB4SFhWHhwoXo3bu3XY6RyCmYMnBpbILW2G8Bedjt76CrB41+V/llFiIKmVoVbHWXACTH2LlzJ1atWoVff/0VCoUCmZmZem2OHTuGcePG4erVqygtLcXgwYPx2WefQalUAgDeeOMNbNiwQW+/gQMH4qOPPsK///6L7t27o1u3bpBIJJgxYwaeeOIJuxwfkVOwVswFTIq7jLnkjCyedGtMWEsgqrO1ukhkf3WosGhoTIYVzV2DIyaK6cbh6ptsdVqOm3GYXFEtq/IYWzWC495ERERERERERJ7H2gVuxFaENidJombCgqWJDWKFy5xpDMzU5ARrJTHYI0HE0L1S8mxMiKjBWaqJkY05cba92Bc0UV3k5eVh586deOedd/Dpp58iOTlZr82FCxfw2GOPYfHixXj++edx7tw59O7dGw0aNMBrr70GAFi2bBlUKpXevtWTd5VKJa5evYotW7bg5MmTGDZsGNLT0+Ht7W2HoyRyEaZUNTdxJaNYAIkyGQYkLEEawjTbguNtbAABAABJREFUm0lzEFH0D5AmA2pM4iX72bx5M5599ln06dMH8fHxes8XFhZiyJAhePjhh/Hhhx8iLy8Pffv2xXPPPYevv/4aADBt2jQ8+eSTevvK5XLgVsxNSkrChg0bcPPmTYwePRo9e/ZEkyZN7HCERC7C1JUkTIi7jLnkaFafdJuboj9hnMhdGBrzqWXCLnTGZFjRnIwxdjPn02e61b4MO+MwuQMzVuUxNOate5OSSWdEREREROQonC9GRGQ/9ihwY0qShFhhpOSbhXVKbBArXGbLMTCxBAZdxu4rmpoMUnNlDVMSKcz5OZpyDLrva6yvevdKdcfjwdWZ3RkTImrgspNE5G6Cg4Px+eefAwA+/fRT0Tbr169HgwYNMGPGDABA69at8dxzz2HNmjX473//C4lEgvr16xt9n969e6NDhw5o3bo1FAoF1Go1ysrKRBMi1Go11Gq15nF+fn4dj5LIhdSWlGfKSkaomjAj3zoRnz3eHCVhHQAA0sJUtNgyAV5f3k5eqp7Em1LYFQDPbexh48aNAIDly5eLPr9t2zZkZmYiPj4eUqkUYWFhmD9/PsaMGYP09HTUr18fISEhCAkJMfgevXv3xsWLF9G+fXsUFhYiKCgIeXl5om0Zc8mjmZIIbeIKcoy55Ch1nnSrKzcFWNUNKCvW3i6VVw3+EbkbMybs1mSsojlXjfA8ptzMAeMweZo6rMrDpDPXxoliREREROSOOF+MiMj96SZJGBuj6to0RG+MqmZigyljwcZev2aCgbH9jb2HoXuIYnTvK4olJ4itciG2soY5iRRiP8e6HEP1+4r1FWI/M2Pj8UbuEZHrYkIEEZGHO3r0KHr27Km1rVevXnj77bdx7do1xMTU/uW/YMECDB06FK+99hpUKhXi4+Ph5+cn2jY+Ph4LFy60Wv+J3I4ZKxnFhiuAqFuDcmmXgHIVMGwdENYSAJByIQkxe2fAuyRbaz9rLXNH5jt69CjatGmD4OBgzbZevXqhsrISx48fx/3331/razz77LMYNWoUIiIioFKp8Mwzz6BTp06ibRlziUxgYtxlzCVHMHlAzxCxKuRlxVqfXYCVUMiNGZuwe/Wg9nadvwNzbo5wAq/7qsvNHFHFWYzD5D4sXJXH1KQznjM7J04UIyIiIiIiIiJ3IDZGBZExKbF7A6bcFxB7fbEEA0Nqew9D9xDFmDPOprvKRc1jMHVVDVPf09Rj0H3f6uQUsRU5tIiNx5tY1IVcExMiiIg8XEZGBtq1a6e1LSwsTPOcKQkRUVFR+PPPP5GdnY3AwEBIpVKDbefNm4dZs2ZpHufn55v0HkQkouYkg+p/h7UEojoDANQZVRcBKdkqlKRWrSBg6nJ4Yjipt+4yMjIQGqpd+bVmzDWFv78/tm/fjvz8fEilUvj7G/75M+YSWRFjLjlQrQN6YoxVPWnUg4N85Dl0J+zaYNUIU5bKJtdR8zu4TqtBwEBiGrTPIYjchhnx1ZSkMyacERERERERERGRLemOURlqI5YUYMp9AbHXF0vC0GXOe1h0D9EMNY/B3FU1xNRcacPUxAZDY4fBtayyocHxeI/BhAgiIg/n5eWF8vJyrW1lZWUAAG9vb7NeKyQkpNY2MpkMMpmMy6sT1YWxSQby25Ptg/yrkpOW/nIOZ3bdvqAyZTk8XcYqo3KCgumsGXODgoJqbcOYS2QFjLnkqliFnEicqatGiPytmHJzhFyb2HewxatBGEtMk4ca2ovIdRmLr7VUXDN0Y7lmtTkwQZiIiDyMtcd0o5AJv8xTgOTWd6vuqk5ERGQR3eJGNSd6EpGTqGU1S6LaiN0bEJvYb+lrGVLzdZ1hXMzUVTXEGEumqC2xQex9neHnQc6HCRE1cKIYEXmihg0b4saNG1rbqh9HR0fb7H25vDpRHYhNMoD+hXuEQgYAWDtYAbXy9t+ZIrg+IhuF672ssYs0scqorIhrvoYNG+LIEe3lDxlziZwcYy65ClYhJzKdKatG1LJiBLknsSW6Lb6xwsQ08kS68dUMplabY4IwERF5irqM6epOzk29fB6Jshch36bWbshkXSIioA7zxYwVNzK5ajUR2Y6FqwUTGVOXif11eQ9nGReztHBUXZIp6vK+5FmYEFEDJ4oRkSfq06cPFi1ahNLSUvj6Vp2Y7dy5E23btkVYWJjN3pdJaER1ZMokg1sX+DF7Z2hv17nAN3TBpsviyqik0adPHyxevBj//vsvmjVrBtyKuXK5HF27drXZ+zLmEtURYy45O1YhJ6ob3eQ3Eyuak/uyaJlxJqYRGWZmJUaxG6RMEHYOHF8gInJ+YpNz20kuYZBMjezBqxDSqP3txkzWJSIC6jBfTKywAli1msh51GE1S7IdVx9bqOvEfkvewyXHxXTHywFEy0MRHc2/O7IdJkQQEbm5a9euoby8HIWFhSgpKcHly5cBAE2aNAEATJw4EcuXL8e4cePw0ksv4c8//8SGDRvwxRdf2LRfTEIjsgMTL/ANXbDpMvUCTrf6lDn7urqbN2+iuLgY2dnZqKys1MTc6OhoSKVSDBo0CHfffTfGjh2LZcuWIT09Ha+99hrmzJmDgIAAm/WLMZfIDhhzyZFYhZyo7upQ1ZyIiWlEBtShEiOrvjknji8QETk/scm5fpn1gG2oSoZgsi4RkdVZVFiBiOyD475Ox2FjCyIT9C29j2aPcSux90i+WSj6b0tZ+/U0jI2X23J1FkNFi8TUfM5YO3IpbpsQcezYMQiCoHmsVCoRGxvr0D4RETnC6NGjce3aNc3jPn36AIBmkq5SqcT+/fsxf/58PPHEEwgPD8emTZvw2GOPOazPRGRFJl7gRyMT0ZIaFwYWXvgZWxrWGZbvs7V58+Zh9+7dAICgoCBNzP3ll1/QsmVLeHl54ccff8Srr76KCRMmQC6X49VXX8ULL7zg4J4TkVVYGnNhWdz19Jjr0ViFnMg+zKxoTh5ELA4zMY1In7Gk4asHtbfz74WIiDzAjRs3cPbsWfTr18/m76U1OVeiqK05ERFZkzkTMomIyPbMmaAvljihy9RxLCslYQQH+MJf6o2ZCUla2/2l3ggO8DXrtWzxenrECrnZenUWU4sWGSvgwuJGLs9tEyKmTp2K8vJyAEBqaipGjhyJDz74wNHdIiKyuwMHDtTaJjY2FgkJCXbpTzVXXwKNyOXVHHgrzgQSxmlfGJhw4eeXWYgoZGq9rFj1KZdcvs9CH3/8ca1tQkNDsWbNGrv0pxpjLpGD1RZzIRJ3GXPJEFYhJ7K9OlQ0Jw9gLA436sHPB5Eu3aRhxlgiIvJQpaWlmDx5Mnbs2KGZx0BERG6I47dERM7H2AT9mkU7DN3H1SWVA6M2AfKw29t0Ex3qmoRR4/Wilf5InB2HnKJSrSbBAb4W3Q+29usZZGkhN0sSScR+x2L7iRVwMeX1ySW4bULEoUOHNP/u0aMHnn32WYf2h4iItHF5dSIHMTbxYOy3VRdsYpnZIhdrsQASZTL873JbAFUXFNXL6HFpWOfCmEvkIKbEXIhUxGDMJWNMHdAjIssZq2huq+pF5BCpuSqtmz4mLQvOOExUN4yxRETkoV599VXMnTsXO3bscHRXiIjIljhuQEQe6uzZs2jYsCGCgoIc3RXDak7QN/U+rq7qpInPh+vvVzPRwdRVEkxMnIhW+ls1WcHar2c15iSSiDElCUO3gAu5DYclRJw8eRK7du1Cly5dcN999+k9X15ejp9++gkXL15E06ZN8eCDD0IqlWrtX1ZWprdf8+bNERwcrHl8/PhxSCQSdOzY0YZHQx7LSssaEXkiVisnchBLs51FLtayr55GyM6p+GDHYZwRbmqaWm0ZPbIaxlwiB2HMJQvUnJybfLNqZRC/zFOApGoVEM2KI5ZWVSEi0xgaEK+x6o/Y6j3kOlJzVRiwbD9UZdrnyCZ/tzIOE1nOhBhr6JxZN3HJ6pXriIjII/3xxx/48ccf0blzZ4wcOVLv+dLSUnz99de4cOECGjdujMceewwKhULz/O+//w6VSqW3X7t27dCgQQP8+OOPaNCgAXr06GHzYyEiIifBcQMi8iCrV6/Ga6+9hrVr12LEiBGO7o5p6rJSgDnFPmr7PjA1caIu6jLHVWxfXebMl605/ie2rz1+HuS27J4QcenSJYwZMwaFhYW4efMmRowYoZcQoVKpMHDgQKSlpWHAgAFYvXo14uPjsWfPHgQEBAAA5s6di8xM/RuOixYtwsCBAzWPV61ahUmTJtnhyMjj1DUbjcjDsVo5kQPVJdu5xsVayK1NK0Z3RklYB00TTkZwPoy5RA7EmEtm0J2cG4VMJMpehHybWrshl1cnsj+RalHVq/ekFHYFwHMsV5NTVApVWQWWj+qM2Ijbk9n0vlt1b/jo3rAhoroTq8inM84eHOALf6k3ZiYkae3qL/VG4uw4nhMTEZFFUlJSMGTIEPj7+yM9PR2pqal6CRHFxcXo06cPioqKMGTIEKxatQqLFy/G77//jtDQqmvzNWvW4MaNG3qv/9JLL0EikeCdd97BggULkJiYCEEQkJiYiP79+0MikdjtWImIyDAWFiMistypU6dw+vRpDBgwwNFduc3UMV1L7+PWdYWBmv0xtRCapUkNdZnjamhfXVI5MGrT7VU1xH7exlbkENuXiYVkAbsnRHh7e2PJkiW455570L17d9E2H3zwAc6dO4czZ84gPDwcWVlZaNeuHZYtW4bXXnsNALBz585a3ysnJwc7d+7EypUrrX4cRMxGIyIityd2ESYiNlwBRHECGBFRnVXHWsZcj6U7Odcv81RVMgSXVydyPJFqUSkXkhCzdwbS0lJRpojWbGeymmuJjVCgfbSB71ZjN4uYmEZkPboxVmScPVrpj8TZcZqVtHBrtYiZCUnIKSpl3LUTThQjIncjk8nw2WefoVOnTgYncK1cuRKXLl3CuXPnEBISgqKiInTo0AGLFi3CsmXLAACff/65wfc4fPgwZDIZ3nnnHQCAIAh455130K9fPyZEEBE5CRYWIyJ3VVhYiK1btyI/Px/Tpk0TbXP+/Hns378ffn5+GDx4MMLDwzXPpaenIyMjQ2+fwMBANG7cGMXFxXjrrbfwySef4JlnnrHpsRikmyhQnAkkjHPMmG5tc2yMJQUY65uxceqayQSo44oLYokkuvvqqv55fz7c+DGJrchh6r5EJrJ7QkSjRo3QqFEjo222bNmCRx55RBNcQ0NDMWLECGzZskWTEGGKTz75BCNGjIC/v/GBcLVaDbX6drXF/Px8k9+DiNloRJbhzTMiJ2bpRRg5LcZcIidnqCIuY67H0kzOldyqWM7rTiLnoFP1SVZYNZ649JdzOLPr9gRdVit3I2I3i8DENCKbEKusp3PjOFoeiuho/u05EieKEZG7iYiIQEREhNE2W7duxUMPPYSQkKr1OwMCAvDYY48hISFBkxBhzN13343ExETNYx8fH63Hujh3gYiIiIis4ZVXXsHGjRtRv359/P3336IJEWvXrsWsWbPwwAMPICcnB9OnT8eOHTvQq1cvAMBXX32F9evX6+3Xq1cvrF27Fi+88AIee+wx/Pvvv8jLy0NKSgry8vLsN2ZgLFFg7LfGEwWsydQ5NmJJAcb6VrOYnu44tbFkArGVH8TuNdYcezOWSNKoh/GfnanHJDb+Z87Poyau7Ewi7J4QYYq///4bjz/+uNa2Vq1a4f/+7//Mep2jR4/iv//9b63t4uPjsXDhQrP7SUREluPNMyInZu5FmC6dCw+/zEJEIdMGHSVTMeYSOTmxuMuYS0Tk9CIUMgDAitGdURLWAWC1cvdQ87uVy3MTOYaxm8hiN3SJiIhs6Pz58xg6dKjWttjYWFy+fBmlpaXw9fU16/X69+9v9HnOXSAiIiIia+jSpQtefvllfP3116LJEKmpqZg5cyZWrlyJZ599FgDw9NNPY8KECfjnn38gkUgwc+ZMzJw50+B7nDhxAr///jsA4Nq1azhz5gxatGiBIUOG2PDIanCWgjbmzLERSwrQZaiYnm5igu57Glr5wZTXRx0SSUw5JmvsWz1e78hVQMipOV1ChCAIKC4u1puopVQqUV5ejpKSEvj5+Zn0Wl999ZVJ7ebNm4dZs2ZpHufn5yMmhgPqHk83a8ycL8q67Ksj+Wah1uPgAF+Tbqin5qq0lg83Z18iIiKLL1hEMvBjASTKZPjf5bYAbl+E8nuJiKgGS+IuYy4RkVOIDVcAUUw6dQtiFcV4E4XI/sRuIpt6Q5eIiMjKioqKEBQUpLWtei5DcXGx2QkRu3btMvo85y4QERERkTWMHDnS6PPff/89fHx8MHbsWM22//znP9i4cSOSkpLQpUuXWt/jyJEjmn+PHj0aI0aMMJgMYdOV0JyhoE1dkgLEXsuUYnqWvmddi6Tam6EEEXuuAkIuwekSIiQSCfz9/fUCXl5eHry9vSGTyaz+njKZDDKZDKtWrcKqVatQUVFh9fcgF1KX6lNWrFwVHOALf6k3ZiYkaW33l3ojcXac0clMqbkqDFi2H6qyCrP3JSIiMlvNRECRpfqyr55GyM6p+GDHYZwRbmqa8nuJiMgCjLlERES2I1ZRjDdRiBzDmjeRiYiI6kChUCAvL09rW25uLiQSCQICAqz+fpy7QOTBaoz9ciXgurt27Rq++eYbjB8/HsHBwY7uDhGR0zl79iyaNGmiVZy8devWmudMSYioKSYmRq8Iek1cCc1Mth4bc6WxN1MTRMjjOV1CBAC0bNkSycnJWtuSk5PRokULSCQSh/WLPERdqk9ZsXJVtNIfibPjtFZ5SL5ZiJkJScgpKjU6kSmnqBSqsgosH9UZsREKs/YlshcO5BK5AWOJgDWW6gu5tXnF6M4oCesA8HvJ7hhzidwAYy4REZH9OENFMSIiIiJyCm3atMG5c+e0tp07dw7NmzeHVCq12ftOnToVU6dORX5+vtGJZUTkBkTGfqtXAk4p7AqAMcBcFRUVmDlzJg4ePIjBgwczIYKISERBQQGUSqXWtqCgIHh7e6OgoMDs11uyZInR57kSGtWJKyVwkMM4ZULEo48+iv/7v/9DfHw86tWrh4KCAnz77bd48sknbfq+HFQgjboEUCsG32ilf50mLMVGKNA+mp9lck6MuURuwMxl9GLDFUAU/94dgTGXyA0w5hIRERERkQ3s2bMH169fx5gxYxzdFSIipzRy5EgsXLgQN27cQGRkJPLy8pCQkIBx48bZ9H1Z5IbIg4iM/aZcSELM3hnwLsl2aNdc1ZtvvokpU6bgn3/+cXRXiIicllwu10t8KCoqQkVFBeRyudXfjyuh2VGNVae0/k3k5uyeEFFWVoZly5YBANLS0nD8+HG88847CA8Px4QJEwAAs2bNwrZt23Dvvffi/vvvx65duxAUFIQXX3zRpn1jsCUiIiIyE7OwiYjshzGXiIiIiIis6OzZs1iwYAEKCgqYEEFEHuvll18GACQnJyM9PR0vv/wygoODMXfuXADA5MmT8f3336NHjx4YOHAg9u/fj/DwcM1+tsIiN0QeRmfsV51R6NDu2Ep5eTm+++47JCQkoGHDhnj//ff12hQVFeGDDz7AsWPHEBYWhgkTJqBr166a57dv345///1Xb78777wT9957L/bu3QtfX1/069fP5sdDROTKWrZsic2bN6O8vBw+PlXTiC9evAgAaNGihc3el+e5NiSy6hSAqm3yUEf1ishu7J4QIQgCcnNzAQBPPPEEACA3Nxd+fn6aNoGBgTh06BASEhJw8eJFzJgxA6NGjbJJ5llNDLZERERERERERERERETk7kpKSvDaa69h8eLF+M9//uPo7hAROYxSqQRuJT5UCwoK0vxbJpPh119/xc8//4wLFy5g4MCBeOihh+Dr62vTfrGYIxG5m7KyMjRv3hx33XUXCgoKcOnSJb025eXl6NevH8rLyzF9+nScPHkSPXv2xK5duzQJDunp6bh8+bLevs2aNUNhYSGmTZuGCRMmYPny5cjKysJnn32GF154AeHh4XY5TiIiVzFkyBDMmTMHO3bswCOPPAIA+OyzzxAVFYVu3brZ7H15nmtDIqtOAbcSJVh0jzyA3RMifH198c4779Tazs/PD+PHj7dLn6ox2BIREREREREREREREZEjpaen4+OPP8bBgwcxceJEDB06VK/N2bNnsWbNGly/fh1t27bFzJkzERISAtyabLZq1SrR137iiScQERGBV155Ba+99hq8vLxsfjxERM7MlJUevL29MWTIELv0pxqLORKRu/H29sbhw4fRoEEDzJw5EwcOHNBr89VXX+HEiRNISUlB/fr1AQA3b97ESy+9hD///BMAMHHiRL39qmVnZ+O+++7D1atXgVvnxampqSgtLbXZcUUhE36ZpwCJompD5nmbvRcRkTl+/vlnnDt3DocOHUJFRQWWL18OABg9ejQiIyPRokULzJs3D+PHj8dzzz2H7OxsbNq0CV9//TW8vb1t1i+e59qYzqpTRJ7E7gkRzozBlojIfpiERkRkP4y5RERERERERK5h+/btmDp1KsaMGYP9+/ejf//+em2SkpJwzz334PHHH8fQoUOxfv16JCQk4NixY1AoFBAEQbRqLgCo1Wr8/PPPOHHiBBo1aoQbN24gIyMDn332GZ588kk7HCEREREReSIvLy80aNDAaJudO3finnvu0SRDAMCIESMwbNgwZGZmIiwszOj+ISEhmgm/AJCYmIh58+YhOjpatL1arYZardY8zs/PN+OIAGlhKhJlL0K+Ta3zhLyqGjcRkQNlZGTg8uXLiIyMxNSpUzXjBDXj3ltvvYW+fftiz549aNy4MU6cOIF27drZtF+cu0BEtsKECCIicggmoRER2Q9jLhERERGRPlZxJCJn1KNHD1y8eBG+vr5Yv369aJv58+ejV69emueHDRuGhg0bYu3atZgzZw58fX21JoLpOn/+PDp16oTLly8jKysLpaWlSE1NtdkxERGR+ThRjIg80aVLl9C8eXOtbTExMZrnakuI0DVu3DjNKmpi4uPjsXDhQgt7C3iXZEMuUSOl7wrEtOh8+wl5KKtzE5HDPfnkkyYVPujfv79oMQZb4dwFIrIVJkTUwEEFIiIiIiIiIiIiIvfHKo5E5KzCw8ONPl9eXo7du3djxYoVmm0KhQKDBg3Czp07MWfOnFrfo+Zkh9OnT+PUqVOYN2+ewfZ1rZxLRETm40QxIvJEpaWlkMvlWtuqH5eWlpr9enPnzjX6/Lx58zBr1izN4/z8fE0ChjnUylggqrMJLYmIiIjIVpgQUQMHFahWNavEmVsxTre9FTPCU3NVyCm6ffGXfLPQYFvd54IDfBGt9LdKP0yl218xdulXbgpQnKW9jZn6RES2U+O70C+zEFHIdGh3iIjcGmOuVVy5cgVvvvkmAOCBBx7AsGHDbP6eWtXKWamcyDUw5rokVnEkclGMuUhLS4NarUbDhg21tsfExODPP/80+/XCwsIwZswYo23qWjmXiFyXLDcZSLu1mhbPk1wGV0IjIlelVCqRnZ2ttS0rK0vznLXJZDLIZDIW0CXyRBxfcJi6xFye5xKRMUyIIDKFPLSqOtzWidrbTakYZ2zfqUfqPHCYmqvCgGX7oSrTPknwl3ojOMBX8zg4wBf+Um/MTEjSa5c4O85uSRGG+qvL5v3KTQFWdQPKirW3W+n3QkRENYh8F8YCSJTJkFLYFQATUYmIrIYx16oCAgLQvXt3JCYm4siRIzZPiBCtVs5K5UTOizHXLbCKI5GLYMzVqK6MK1Y515KquZGRkXjxxReNtrFW5Vwich0VfiEoFmSI2TsD2HtrI++h2ZWlE8W4EhoRubJOnTrhhx9+0NqWlJQEuVyO2NhYm70vC+gSeRCOLzicpTGX57lEVBsmRNTAjF8ySBlTNcBnyWoCYvtmnq86sSrOqvOgYU5RKVRlFVg+qjNiIxSa7borLEQr/ZE4O05vJYmZCUnIKSq1W0KEof7WZJd+FWdVJUMMWweEtazaZsXfCxER1SDyXZhyIQkxe2fAuyTb6K5ERGQmxlyrCgsLw7PPPovCwkLcuHHD5u8nWq2cFTiJnBdjLhGR/TDmalRXxhWrnGuLqrlg5Vwij1SmiMYA9RJ89nhzxIYreA/NASydKMaV0IjIlY0dOxbvv/8+tm3bhkcffRQFBQVYs2YNRo0aBZlMZrP35XkukQfh+ILL4nkuEdWGCRE1MOOXjFLGWP7lWZd9TRQboUD7aOOf22ilv90SH2pjSn/tIqwlqwASEdmDznehOqPQod0hInJrHhJzVSoVNm/ejPXr1yM1NRVHjx5FeHi4VpvS0lK8/fbb+P7771FRUYEHHngACxYs0FTTPXDgADZu3Kj32hEREVi0aJHdjkUXq5UTuRAPibn2IAgCzpw5AwAICgpCo0aNHN0lInI2jLnAraTdqKgonDx5EsOHD9dsT0pKQqdOnWz63ryPRuRZ0hCGkrAOQBT/3l0RxxaIyBlNnToVV65cwdmzZ5GdnY0hQ4YAAL755hv4+fmhS5cueP/99zFmzBh07NgRly5dQtOmTbF06VKb94vnuUQehOMLDlXXJDSe5xKRIUyIICIih2CVBSIi+2HMJSJ3NHbsWAQGBmLo0KF4+eWXRWPc5MmTsXv3bqxfvx5SqRTPPfcckpOT8e233wIAwsPD0b17d739eNOLiMj+ysrKMHr0aBQVFaFdu3bYsWOHo7tEROS0nnzySWzcuBHTpk1DREQEfvvtNxw8eBALFiyw6ftyfIGIyH4Yc4nIHY0aNQr5+fl626VSqebfM2bMwOjRo/HXX38hNDQUXbp0gUQisWm/GHOJiOyHSWhEZCtMiCAiIofgCS4Rkf0w5hKRO0pISICPjw8SExNFn7969So2btyI7777Dvfddx8A4P/+7//Qr18/nD59Gu3bt0erVq3QqlUrO/eciIjE+Pr64vTp00hMTMTy5csd3R0iIoe5dOkSpk+fDgDIz8/HunXrkJiYiB49emD+/PkAgP/+9784ceIEWrdujdatW+PEiRN45ZVXMHDgQJv2jeMLRET2w5hLRO6od+/eJrWrX7++ZkzXHhhziYiIiFwfEyJqYMYvERERERERkWvw8TE+pLF//34A0JoU1rt3b/j7+2Pfvn1o3759re+hUqkwffp0nDlzBsXFxcjMzER8fDzCw8P12qrVaqjVas1jsUpnRESuTBAE/PLLL/j7778xfPhwxMTE6LXJzc3Fzp07kZeXhx49eqBjx46a51QqFS5evCj62u3atbN5tUciIlcRGhqKyZMnA7dWPKsWGRmp+bdcLsfOnTtx+vRpXL9+HW3atEHDhg1t3jfeRyMiIiIiIiKiuuDYAhHZChMiamDGLxEREREREZF7uHbtGurVqwc/Pz/NNm9vb4SHhyM1NdWk1/D29kb37t3RvXt3zTaZTCbaNj4+HgsXLrRCz4mInM/333+P2bNno379+vjjjz/Qvn17vYSIM2fOoF+/fmjevDkaN26M2bNn46WXXsJrr70GALhw4QKeeOIJ0dc/fvw4fH197XIsRETOLigoCEOGDDGpbfv27U1K9LUW3kcjIiIiInfEyblERPbDsQUishUmRBARERERERGR26msrBRdRUIqlZp8Y8vX1xfPPvusSW3nzZuHWbNmaR7n5+eLVk8nInJF9erVw65duxAQEIAGDRqItpk0aRK6deuG7du3QyKR4LvvvsOwYcMwbNgwtG/fHh07dsTp06ft3nciIiIiIiIiImM4OZeIiIjI9TEhgoiIiIiIiIjcTlhYGHJyclBZWQkvLy/N9szMTISHh1v9/WQymcHVI4iIXF2fPn0AADdu3BB9Pi0tDb///jt++OEHSCQSAMDDDz+MBg0aYMuWLSZXLz937hwuX76MgoICnD59Go0bN0ZgYKBoW7VaDbVarXmcn59vwZEREZE5WDmXiMh+GHOJiIiIiIiITOdlQhsiIiIiIiIiIpfSrVs3VFRU4MiRI5ptp0+fRl5eHrp27erQvhERuZuzZ88CAFq3bq3ZJpFI0KpVK81zppg6dSqWL1+OrKwsjB49GkePHjXYNj4+HvXq1dP8x1V5iIhsb+rUqTh79qzR+ExERNbBmEtEZD+rVq1C27ZtOW5MRERE5MK4QoQIQRAAM6qKFRQWIV8tVP2flcjIFAWFgFqo+r8Zn5nCgnxUqotRWJCP/HyJwW11eT1bM+U97dIvsd+Bmb+X6r/36phBlmHMJfJM5v4tM+ZaB2MukWfy1JjbpUsXdO/eHfPnz8f27dvh7e2NV155Be3atcO9995r8/c3N+aCcZfILXhqzC0oKAAAKJVKre3BwcGa50yRmJhoctt58+Zh1qxZmsd5eXlo1KgRz3WJPIinxlxnwPEFIvend6+O99AchjGXyDPxXNe+pk6diqlTpyIvLw9KpZIxl8jDMObaV/VKaOXl5QDPc4k8ji1jrkRgZNZz7do1VhQjIpOlpKSgYcOGju6Gy2LMJSJzMObWDWMuEZnD2WPuu+++izVr1qCkpATp6elo2LAhvL298eGHH+Khhx4Cbh3DmDFjcPjwYXh5eaFjx4744osvEBsba/P+MeYSkTmcPeZWu3HjBho0aIBff/0VAwYM0GzftWsXBg8ejH///RdNmzbVbL/vvvsQGBiIrVu32rxvjLtEZCpXibnOjDGXiEzFmFt3jLlEZA7G3bphzCUiczDm1g1jLhGZw5SYy4QIEZWVlUhLS0NgYCAkktqr0+fn5yMmJgYpKSkICgqySx9dFX9WpuHPyXSO/FkJgoCCggJERUXBy8vLru/tTjwx5vIYHM/V+w8PPAbGXOtgzOUxOIqrH4Or9x9uGnNzcnKQl5entz08PBwBAQF6bSsrKxEaGmq3/pkbc+EmnzVzedox83jdmyXH6yoxt5qhhIhLly6hWbNmetubN2+OESNG4N1337V53zzxXNdcnnbMPF73Z+4xu1rMdWaWnOvCgz6nnnKc8KBj5XGajzHXeiyNufCgz241Hq974/Eax7hrHTzPNQ2P1/152jEz5joG76MZ50nHCh6vo7tjU3U9VnNirk8d+um2vLy8LMreCwoKcvsPp7XwZ2Ua/pxM56ifVb169ez+nu7Gk2Muj8HxXL3/8LBjYMytO8ZcHoOjufoxuHr/4WYxNzg4GMHBwSa3tTdLYy7c5LNmLk87Zh6vezP3eF0h5tamadOm6NChAz7//HNNQsSBAwfw77//4pFHHrFLHzz5XNdcnnbMPF73Z84xu0PMdQZ1OdeFB31OPeU44UHHyuM0D2OuddQ15sKDPrvVeLzujcdrGONu3fE81zw8XvfnacfMmGtfvI9mGk86VvB43VpdjtXUmMuECCIiIiIiIiIiIiIy6J9//sHOnTtRUFAAANi6dStOnz6Nu+++Gz169AAArFq1CgMHDoRarUbTpk3x8ccfY8KECZrniYiIiIiIiIiIiIiIiGyBa/YQERERERERERERkUFFRUW4fPkysrKyMGPGDPj6+uLy5cvIycnRtLn33ntx+vRpdOzYEYIgYN26dVi/fr1D+01ERERERERERERERETujytEWIFMJsOCBQsgk8kc3RWnx5+VafhzMh1/Vp7HHX7nPAbHc/X+g8dAduIOvyMeg3Nw9WNw9f7DTY7BE3ji78nTjpnH697c+XjvvPNO3HnnnbW2a968OebNm2eXPtWVO/++DPG0Y+bxuj9PPGZX5ym/M085TnjQsfI4yVV52u+Ux+veeLzkzDzt98XjdX+edsyedryuzJN+V550rODxujV7HqtEEATB5u9CRERERERERERERERERERERERERERERERkRV6O7gAREREREREREREREREREREREREREREREZG5mBBBREREREREREREREREREREREREREREREQux8fRHXAHarUagiDAz8/P0V1xqKysLPj7+0MulxtsU1hYiICAAEgkkjq1cWUlJSWQyWRGj6+iogIlJSUICAioUxtXV1xcbPTzBABFRUXw8/ODt7d3ndqQ6ygvL0dpaWmtnw1HUalU8Pf3r7WNj48PpFJpndrYUnZ2Nry8vKBUKkWfd/Z4XlpaCi8vL/j4iJ/qVFZWori4GAqFwuBrmNLGVsrKylBZWQmZTGawTWlpKSorK42ef5jSxhpKS0uRn5+P4OBgg7HWWt9tnvD950wc+XdgClNibllZGcrLy422M6WNLeXn56O0tBRhYWGizzv7+U5FRQXKy8uNxqyCggIEBgYafR1T2thCZWUlSkpKjJ5bOFN8qqysRHZ2NoKCguDr6yvaRhAEFBYWGv15WqsNWVdubi68vb3N+pm78vVOSUkJJBKJ0fhRLSsrC4IgaG0LCAhwWOw2xpJrFme/zjHGnFhRXFyM4uJirW3e3t4IDg62YQ+tLzs7G35+fmb9vtx9vMsVZWdnQyaTmfXdXVhYCLlcDi8v16szZM4YdnZ2NiorK7W2yeVyp4xRgiCgqKjIrGsWS/ZxJqZ+95eXlyM3N1dvu1KpNDhe4oyKi4uhUqkQGhpq8j6OvsYjw/Ly8iCRSBAUFGTyPq54vltSUgIvLy+D12w1ZWZm6m1TKBROdc/RkjFGe41LWpM55+R5eXkoKyvT2iaTyVzi+rmsrAx5eXlmfR84+xghiVOr1SgoKEBISIjJ56+uPP5e179hPz8/p/yMW3Je48rnQub0PScnBxUVFVrb/P39XerzW1xcjJKSEoSEhJi8D+cnOR9Txux1ufrYu6njXNX3kHWZ891kT5Zce7ji9Uo1dx2fN6SkpASFhYUIDQ01eYzWlcft3VFFRQVycnJQr149k+dSufI4oLuNLcDC7z9X/s501zF5Q7KysiCXy836bigoKIBCobDavTPnO7twIdevX8f9998PhUKBwMBA3Hfffbh27Zqju2VXRUVFWLt2LTp16oTw8HAsWrRItN23336LmJgYhISEIDg4GG+++aZFbVxVeXk51q1bhw4dOiA0NBQKhQIPP/wwLl++rNWupKQEEyZMQEBAAIKDg9GpUyf8+eefZrdxZUVFRXj77bfRqFEjhIeHQ6FQ4KmnnkJeXp5Wu8OHD6NDhw4IDg5GQEAAJk6cCLVabXYbch0qlQpPP/00FAoFlEolunTpguPHjzu6WwCAjIwMvPTSS4iKikJoaChCQ0Mxd+5cvcHU8+fPo1evXqhXrx4CAgIwYsQI5OTkmN3G1rZt24bQ0FB0795d77nvvvsOjRs3RkhICJRKJV5//XWL2tjK0aNH0atXLwQGBiIyMhIzZsyASqXSPC8IAl5++WXUq1cPISEhaN68OXbu3Kn1Gqa0sZU9e/agS5cuCAwMhFKpROvWrbFt2zatNhkZGXjooYcQEBCAwMBA9O3bV+/7xJQ21nDx4kXMmTMH0dHRCA8Px99//63Xpry8HNOnT0dgYCCCg4PRpk0b/PbbbzZpQ9b13//+F0qlEiEhIWjSpAl++OEHR3cJuHWDYOnSpYiNjUVoaCgCAwMxfvx4ZGVlabXLzs7Go48+ioCAAAQFBaF37964ePGi2W1s7dSpU6hfvz7Cw8NRXl6u9dzRo0fRqVMnzbnMhAkT9M5lTGljK1evXtX8/CIjIzFs2DCkp6drtVm/fj3q16+P0NBQhIeHY/Xq1XqvY0obWzh79iz69esHuVyOsLAwREdHY8WKFVpt1Go1Jk6cqDn37tChAw4fPmx2G2vIyMjAokWL0Lx5c4SHh2Pr1q2i7ZYuXao5H4mKisIXX3xhszZkHeXl5di8eTPi4uIQGhqKp59+2qT9Dh48iPbt2yM4OBgKhQKTJ09GaWmpzftrDVevXkX//v0RGBgIhUKBBx98UC9+6IqOjkbz5s3RunVrzX+ffPKJ3fpsCkuuWZz5OscUixYtQkhICEJDQ9GwYUN8/fXXRtu/8cYbiIqK0vo9xsXF2a2/dVFcXIz/+7//Q+fOnREWFoY33njDpP0ceX1E+kpKSrBhwwZ07doVYWFhmDt3rkn77dy5E82bN0dISAjq1auHl19+We8msLNKT0/Hgw8+qBnD7t+/P65evWp0n7Zt26Jp06Zaf6u650nO4PXXX9dcszRu3BjfffedTfZxFr/99hvatGmD4OBgBAYGYvr06XrXEDUlJSUhPDwcrVq10vpdnjx50q79ttSRI0fw1FNPITw8HPXr1zdpH2e4xiN9FRUV2LJlC/r164eQkBA88cQTJu3nyOtdS/3777/o06cPAgMDERAQgIcfflh0UkJN4eHheue5znL9lZmZiYcfflgzxtinTx/8+++/Vt/H0Sw5J3/44YfRqFEjrd/bjBkz7NZnS1y9ehWvvPKK5v7boUOHat3HkWPlZLm///4b06dPR2RkJMLDw5GWllbrPq58/7moqAhjx45FQEAAlEolunbtir/++svoPoMGDULjxo21/oZffPFFu/XZFPn5+Rg9ejQCAgJQr149dO/eHWfPnrX6Ps7CkvO4rl27okmTJlq/x/j4eLv1uS5+//13jBkzBqGhoWjWrJlJ+1hybUe2ZeqYvS5XHns3d5zrp59+Qnh4uNbfaevWrWsdC7Y3S649XPF6pdq1a9dw3333acbn77//fly/ft3oPo0bN0azZs20fo/r1q2zW5/r4vTp05gyZYrm3Ej3nrKY4uJiPPnkk5rzizvvvBNJSUl26S/pu379OhYuXIimTZsiPDwcu3btMmm/N998E8HBwQgJCUFMTAy+/fZbm/fVGtxtbKHaBx98gPDwcISGhiIyMtKke3yW7OMMLJlX3rJlS704u3LlSrv12VL5+flYsWIF2rRpg/DwcKxatcqk/T777DM0aNAAoaGhCAsLw/vvv2+dDglksV69egm9e/cWsrKyhJycHKFfv35C165dhcrKSkd3zW5+/fVXYdKkScKJEyeEVq1aCfPnz9drc+LECcHHx0dYvXq1UF5eLuzdu1eQy+XC+vXrzWrjypKTk4WJEycKp0+fFioqKoSMjAyhf//+Qrt27bQ+L1OnThUaN24sXLhwQVCpVMKUKVOEsLAwIScnx6w2rmzfvn1CfHy8cP36dUEQBOHixYtCq1athDFjxmjaZGVlCSEhIcKMGTMElUolnDt3ToiOjhZmzpxpVhtyLZMmTRKaNm0qXLx4USguLhaee+45ISIiQsjLy3N014RPP/1UWLx4sZCWliYIgiAcO3ZMCA8PF1566SVNm9LSUqFFixbCiBEjhPz8fCEtLU3o2LGj8Mgjj5jVxtauXLkiNGzYUHjkkUeEVq1aaT136tQpwcfHR/jwww+FsrIyYf/+/UJAQICwdu1as9rYyqlTpwS5XC7MmzdPKC4uFsrKyoTVq1cLx44d07RZsmSJEBwcLBw5ckQoLS0VFi1aJMhkMiE5OdmsNraQn58vBAQECDNmzBBKS0uF8vJy4Y033hB8fHyEy5cva9r1799f6N69u5CRkSHk5uYKgwcPFjp27ChUVFSY1cYa5s+fLyxZskT49ddfBQDCqVOnRNvUr19fOHXqlKBWq4W5c+cKgYGBmr8Xa7Yh6/nwww+FoKAg4ffffxfKysqEZcuWCVKpVDh79qyjuyb89ttvwosvvqj5m7x8+bLQsWNH4YEHHtBq9+CDDwp33HGHcOPGDSE/P18YOnSo0Lp1a6GsrMysNrZUVFQktG3bVnjiiScEAFrvm5OTI4SFhQnTpk0TVCqVcP78eSEmJkaYNm2aWW1sJScnR2jUqJEwfPhwITMzUxAEQfjhhx+Eb775RtPml19+EXx8fISEhAShvLxc2Lp1q+Dj4yP88MMPZrWxlTZt2ghDhgzRnEts2bJFACDs2rVL02bGjBlCTEyMcO7cOUGlUgnTp08XQkJChKysLLPaWMP//d//CfPmzRMuXLggABC++uorvTZfffWVIJPJhJ07dwrl5eXChg0bBG9vb+GPP/6wehuynuTkZGHUqFHCnj17hIcfflgYPnx4rftkZGQISqVSmD17tlBSUiKcPXtWaNCggTBnzhy79LkuKioqhC5dugiDBg0ScnNzhYyMDKFHjx5Cnz59jO4nk8nsEhvqwpJrFme+zqnNJ598IsjlcmH37t1CeXm5sGbNGsHb21v4888/De4zd+5coX///nbtp7Xs2bNHmDhxonD8+HGhXbt2wty5c2vdx5HXRyTu0KFDwlNPPSUcOnRIuPvuu4WpU6fWuk9ycrIgk8mEd955RygtLRUOHz4s1KtXT1i6dKld+lxXcXFxwj333CNkZmYKOTk5woABA4Q77rjD6Bh2/fr1hU2bNtm1n+Zas2aNoFAohN9++00oKysTli9fLvj4+Ihel9ZlH2eRlpYmBAYGCq+88oqgVquFv/76S4iIiBBeffVVg/scPXpUAOCy48bjxo0TNmzYIKxevVrw9vY2aR9HX+ORuJSUFGH48OHCr7/+Kjz22GPCgw8+WOs+jrzetVR5ebnQrl074aGHHhLy8vKE9PR04c477xQGDx5sdD8Awq+//mq3fppj0KBBQteuXYX09HQhLy9PePDBB4V27doJ5eXlVt3H0Sw5J4+LixO9J+rM3n77beGtt94SDh48KAAQ/ve//9W6j6PGyqluZs6cKaxYsULYtm2bAEBISUmpdR9Xvv88fvx4oWXLlsLly5eFoqIiYfz48UJ0dLRQWFhocJ+7775bePPNN+3aT3ONGjVKaNeunXDt2jWhoKBAGD16tNCkSRNBpVJZdR9nYcl5XPPmzYU1a9bYtZ/W8thjjwmbNm0Sli5dKtSrV8+kfSy5tiPbMmXMXpcrj71bMs61bds2ISAgwK79NJcl1x6ueL1SrbKyUujataswYMAAIScnR8jKyhJ69eol9OrVy+h+AQEBwrZt2+zWT2uaOnWqsHLlSiEhIUEAIGRkZNS6z4QJE4TY2Fjh0qVLQlFRkTBhwgQhMjJSKCgosEufSduKFSuE1157TTh16pQAwKR7RevWrRMCAgKEffv2CeXl5cLKlSsFHx8fISkpyS59tpQ7ji0It74PpFKpsH37dqG8vFz44osvBG9vb2Hv3r1W3cdZWDKvPDQ01KRzCWezdetWYfr06cKZM2eE+vXrC0uWLKl1n99++03w9vYWNm3aJJSXlws//PCDIJVKteaaWIoJERY6fvy4AEA4ePCgZlv1DQZXOFG1BUMJEc8995zQqVMnrW0TJkwQOnbsaFYbd7Nv3z4BgHDx4kVBEAShsLBQ8Pf317poLygoEPz8/ITVq1eb3MYdvfDCC0KHDh00jz/44AMhICBAa/Dm/fff19pmShtyHfn5+YJMJhPWrVun2ZaXlyf4+voKH330kUP7ZsicOXOENm3aaB5v375dACBcvXpVs616MPrKlSsmt7Gl8vJy4Z577hHWrl0rzJ07Vy8hYsqUKUK7du20tk2aNElo27atWW1s5aGHHhJ69OhhtE2jRo20Ji5VVlYKMTExWskrprSxhdOnTwsAhKNHj2q2Xb16VQAg7N69WxAEQTh79qwAQOsEv/qib8+ePSa3sbYTJ06IJkSUl5cLISEhQnx8vGZbaWmpEBwcLCxatMiqbci6WrZsKcyYMUNrW2xsrPD88887rE/GbNy4UfDx8RHUarUg3EqoBCD8/PPPmjbVA9I//fSTyW1sbcKECcK0adOETZs26SVErF69WvD39xeKioo02z788EOtbaa0sZX//ve/QlhYmNEbi0OHDhUGDRqkte3BBx8UBg4caFYbW6ioqBC8vb2FTz75RGt7UFCQsGLFCkEQBEGlUgkBAQHChx9+qHm+qKhIkMvlwgcffGByG2srKyszeHOlZ8+eWonEwq0bvE888YTV25BtmJoQ8d577wlBQUGauCfcmqgSGBiotc0Z/fbbb3rnDXv37hUACH/99ZfB/WQymbB9+3anveFgyTWLK17n1HTHHXcIEyZM0NrWqVMn4ZlnnjG4T3VCRFFRkVNPiquNqQkRjrw+otqZmhDx0ksvCY0bN9baNnv2bKFRo0Y27J11/PXXX3oTHquv33777TeD+1UnRDhrzBUEQWjbtq3e769169bClClTrLqPs1i0aJEQGhqqFTvffPNNISQkxGA8rb5fkZGRIRQXF9uxt9b1ySefmJQQ4QzXeFS7UaNGmZQQ4cjrXUv98ssvAgDhwoULmm0///yzAEA4f/68wf0ACL/88ovTxdzz58/rTaj4559/NP211j6OZuk5eXVCRH5+vp16aj2XLl0yOSHCUWPlZB3V19q1JUS48v3nrKwswcfHRyuZNzMzU/Dx8RE+++wzg/tVJ0Q469/w9evXBS8vL2HLli2abWlpaYJEIhG+/vprq+3jLCw9j6tOiHDW36MpPvzwQ5MSIiy9tiP7MDZmr8uVx94tGeeqTohQq9VCSUmJHXppPkuuPVzxeqXaH3/8IQAQTpw4odn2v//9TwAgHD9+3OB+AQEBwtatW53uusUc1ddntSVE5ObmClKpVOseYnZ2tiCVSoUNGzbYoadkSE5OjskJER07dhQmTZqkta1du3bCc889Z8Me1p27jS1U69evn979z7i4OGHYsGFW3ccZWDqvPDQ0VPjyyy+d9ndoClMTIh577DEhLi5Oa9vw4cOF3r1717kPXtZZZ8LzHDp0CFKpFHfffbdm21133QW5XI7Dhw87tG/O5tChQ+jVq5fWtri4OJw6dQrFxcUmt3E3V65cgUQiQWhoKADgr7/+gkql0vo5KBQK3HHHHZrPlClt3EVubi5u3LiBX3/9FV9//TUmTJigee7QoUO466674Ofnp9kWFxeHoqIinD592uQ25DqSkpKgVqu1PvtBQUHo3Lmz0372r1y5gvDwcM3jQ4cOoXHjxoiJidFsi4uLAwAcOXLE5Da2tGDBAoSEhGDSpEmizxuK1WfPnkVBQYHJbWyhrKwMv/zyC0aOHAkAKCws1Gtz/fp1XL16Vat/EokE9957r+ZzZEobW2nTpg3i4uLw7rvv4ty5c7h48SIWLlyIzp07o2fPnsCtn69EIsE999yj2a99+/YICQnR9M+UNvZy/vx5ZGdna/08pVIpevTooemLtdqQ9eTk5OD8+fN6f8u9e/d22p/3lStXEBQUBF9fXwDQ9LPmMcTGxiIqKkrznCltbCkhIQEHDx7E4sWLRZ8/dOgQ7rjjDsjlcs22uLg4qFQqzZLvprSxlR07duCBBx5AQEAAiouLUTXOon8MYt8JNX++prSxBS8vLzz33HNYs2YNTpw4gatXryI+Ph5yuRzDhg0DAJw6dQpFRUVa/ZPL5bjrrrs0/TOljb1UVFTgzz//NPrztFYbcrxDhw6ha9eumriHW7+jgoICnD171qF9q82hQ4dQr149tG/fXrPt3nvvhZeXV62fseHDhyM8PBxhYWGYPXu2U40XWHLN4orXOdVKSkqQlJRkUazYv38/QkNDERAQgF69euHo0aM27q3jOOr6iKzL0O/x6tWruHHjhsP6ZYpDhw7By8sLPXr00Gzr3LkzgoKCav1bfeaZZxAeHo6QkBBMmTIFeXl5duixaaq/78y5ZrFkH2dy6NAhdO/eHd7e3pptcXFxyM7OxoULF4zuGxMTA6VSiaZNm2Lt2rV26K1jOPoaj6zLkde7ljp06BDq16+P2NhYzbbqsd3aPoMPPvggwsLCEBERgZdffhkqlcrm/a3NoUOHAJ2/qVatWiEiIsLg8Viyj6PV5Zx88eLFiIiIQGBgIEaOHIlr167Zocf248ixcrIvV77/fOzYMZSXl2v1PTQ0FG3btq2172+88QYiIiIQFBSExx9/HNevX7dDj01z9OhRVFZWah1XgwYN0KJFC4PHZck+zqIu53HPP/88IiIiEBwcjAkTJiA7O9vm/XWEulzbkfNw9bF3S8e5iouLoVQqERgYiNatW2PLli126K3pLLn2cMXrlWqHDh2CQqFA586dNdt69uwJHx+fWj+Ho0aN0ozPv/DCC6JzMtzB8ePHUVZWpvV5Dw4ORocOHVzib5Wq4s6pU6dcMt6629hCtcOHD5v9+7BkH2dQl3nl48ePR3h4OEJDQzF9+nTk5+fbocf2Z+ic4ujRo6LzTszBhAgLZWRkIDQ0FBKJRGt7eHg4MjIyHNYvZ5SRkaE1KRi3fk6CICArK8vkNu4kIyMD8+fPx/jx41GvXj3NNtw67ppqfqZMaeMu7r//frRo0QIDBw5Enz59MHnyZM1zhj4vqPEzMqUNuQ5X++z/8ssv+Oabb/D8889rtol9JpVKJXx8fIx+bnXb2MqePXvwySef4OOPPzbYxtjfVWZmpsltbOHGjRtQq9UoKChAy5YtERERgXr16mHmzJlQq9WavsGJ46yXlxfWr1+PM2fOoH379mjbti1+/fVXfPLJJ5rkroyMDNSrVw9SqdToMdTWxl6s9TN3tRjg6lzt533+/HksXbpUL+bKZDIoFAqttrqfq9ra2Mq///6L6dOn44svvoC/v79oG2c/37ly5QoCAgLQu3dvhIWFQaFQ4LHHHkN6erqmTWZmpmj/8vLyUFpaanIbW3n77bcREBCAO++8E61atcI777yDdevWoWHDhoALxqfqn5mxvlirDRlXXl6OzMxMo/8VFRXV6T2c7XqntuOtOYlWrO/e3t4IDg422vfp06fjypUrKC4uxvbt25GQkIApU6bY9LjMYUk8cKYYYq7s7GxUVlaa3fdWrVrh119/RWFhIa5fv46WLVtiwIABuHr1qh16bX+Ouj7yJGVlZbXGoLre+HG2mJudnW30eHNzc7X6HhISojWJHib8rT799NO4ePEiVCoVfv31V/zyyy946qmnbHpc5vC0mAsLP4f+/v5YuXIlbt68iaKiIrz11luYPn061q9fb5c+25sjr/E8TUVFhcec79Z2nDVvTIv12d/fHwEBAUb7PGvWLKSkpEClUuGbb77Bp59+ihdeeMGmx2WKjIwMKBQKraJTMCHWmruPo1n6/TBo0CAkJSVBpVIhKSkJaWlpePDBB20+lmFPrv7d6U7y8vJqjUd14Wy/69zcXKPHWnPugKV9HzJkCE6dOgWVSoU///wTFy9exNChQ1FeXm7DIzNddd/DwsK0tptyvmvOPs7C0vO4xx9/HOfOnYNKpcL+/ftx6NAhjB49us6TqJyRpdd2ZJ7i4uJa421d4oSzjb2XlpbWerwlJSWa9paMcymVSmzatAlZWVkoKCjApEmTMGrUKOzcudPGR2c6S649nOV6xRIZGRl63xVeXl4IDQ012vcpU6bg8uXLKC4uxo4dO/Dtt99qzeNyJ852buSOioqKao0/FRUVFr9+ZmYmBEFwmt+hJ48t4Nb3a1FRkVm/D0v2cRaWzit/9tln8e+//0KlUmHnzp348ccftQqIuxND36MqlarOyXY+deybx5JIJKKBt7y8HF5ezDOpSexnVX2RUP2zMqWNu8jPz8eDDz6IqKgofPjhh5rt1UFQ7OdQ8+dUWxt3cfDgQQDAuXPnMHLkSDz++OPYunUrwM+URzL22ded9O1ox44dw8iRIzFnzhwMHz5cs13sMykIAiorK41+bnXb2EJBQQHGjh2Ld999FxKJRDNhpPrmZvXkemf+26v+jHz44YdITExEp06dcPLkSQwYMAD+/v6Ij493+jibkZGBHj164Mknn8SJEyfg7e2NpUuXonfv3khKSkKzZs1MOv9wpnMUa/3MPen7zxm40s87NTUV999/P/r06YNXX31Vs10ikaCyslKvve7nqrY2tjJmzBhMnDgRDRs2RGZmpuaiLisrC0FBQfD393fqmFv93h999BG2bt2KoUOH4tq1a3jooYfw1FNP4eeffza5f446hvLycvTt2xdNmjRBdnY26tWrh23btmH48OHYsWMH7rvvPpeLT4y5zuPMmTPo37+/0TaTJ0/GW2+9ZfF7ONv1TuvWrY0+3717d+zYsQOow7nKkiVLNP/u2bMn3nrrLTzzzDNYuXKl3g1zR7DkmsWVrnN0WRornn76ac2/g4ODsXbtWuzYsQOff/45XnnlFRv22DGc7W/VHe3duxdPPPGE0TavvfaaVvKsuZzt99i1a1ejqzW0adMG//vf/4A6xNz4+HjNv++8804sXboUjz76KNLS0hAVFVXnY6grS2KQq5/jWPI5bNeuHdq1a6d5PGbMGOzduxerV6/Gs88+a+Me258jr/E8zYULF/SquOl66qmnsHTpUovfwxlir1qtrvU8Ny4uDt9++y1gJOZWVFQY7fOyZcs0/+7duzcWLFiA6dOnY8WKFZDJZHU6hrqw5DvEmcYlTWXpOfm8efM0/27evDk+/vhjtGnTBgcOHEC/fv1s2GP7cfXvTncyZswYzQoshtQlKcLZftePPvooTp06ZfB5hUKBy5cvA3Xoe82x5JYtW+Kjjz5Cly5dcOTIEc2K3Y5UfVy65zamnO+as4+zsPQ87s0339T8u2PHjlixYgXuu+8+XLhwAS1btrRZfx3BFb9jXdGyZcuwYsUKo21+/PFHrYrP5nC2ePvjjz9i4sSJRtu8++67msmYlpyj9+nTR+vxCy+8gF27dmH16tUYPHhwHY/AOiw5Lme4XrGUpfGk5or33bt3x6JFizBu3DisWrVKUwjYXTjb36o7evPNN2st2LFv3z6tlcbN4Uy/Q08fW4AHjuVaGmffeecdzb+7du2KxYsXY+TIkbh58yYiIiJs1l9HsOX3KBMiLBQVFYXs7GyUlZVpBsSqJ442aNDA0d1zKlFRUVqVYgEgPT0dPj4+mkwfU9q4g4KCAgwePBiVlZVITEzUmrRRfTMxPT1d68Zieno6unTpYnIbd9OqVSvMnz8fo0ePRkFBAQIDAxEVFYXz589rtav+/FT//ZnShlxHzc9+zS/59PR0raVBHe348eO477778Mwzz2hdEMJAnMvIyEBlZaXW57a2NraQmZmJ0tJSvPDCC5oM4eLiYpSWlqJ169b48ssvMXDgQIOx2svLS/N7MaWNLURERMDHxwfjxo1Dp06dAACdOnXCuHHj8MMPPyA+Pl7rc6Tbv5q/g9ra/D97dx4Xdbn+f/wNCAOIiqKmrC64a1nmVuaWZaa2d8o6tpy0jU56pDK/VifbrExP/gxtMStt0RbbF00jj5YdzRZzF3clFQQk9u3+/YGODAw6wDALvJ6PBw+Ze+75zDUC13w+99zXfdeWzz77TBkZGZo+fboCAgIkSQ8//LBmzZql9957T1OnTlV4eLj++usv5eTkWLfgNMYoJSXF5jWcqY+rlP3/7Nq1q7W9sv/zmvSB87Ru3Vo+Pj5u+TuoiuTkZA0ZMkSdO3fWhx9+aLMyUnh4uAoLC5Wenq6mTZta248ePWrze3WmPrXlwIEDeuWVV/TKK69IJwZCdGLC0skJe+Hh4RW21bV3vnOmPrUlIiJCZ599tq644gpJUmRkpP71r3/pH//4h/Lz82WxWNS6dWu7v0ctWrRQgwYNrHGeqU9t2LBhg37//XctXLhQoaGhkqRrrrlGF154oRYsWKBLLrnEJvdER0fbxNelSxepXH6qrI+rhIaGKjg4+LR/u87qg9M755xzan3l9/Dw8Aor6rvzeqcqrzc8PFwpKSkyxlgHNPPy8nT8+PEqxd6hQwcZY7R3795qD4o7U3WuWbzlOseeFi1ayN/fv8a5IiAgQDExMdq9e3ctROl+7ro+qk8uvfRSl+Rcez9HuSnn7tq1y+G+4eHhysjIsJ6f6cQEqapeH3bo0EE6sdOZJxREtGrVSr6+vlXKQdV5jCdx1u9hhw4d9OGHHzo9Pk/gzmu8+qZz584uyb3uut49yWKxVPk8t/zf6fHjx5WXl1flv9OioiIdOHBAsbGxVYrZmcLDw5Wbm2v9XOak0/1NVecx7uasc/LY2Fj5+Pho9+7ddaYgwp1j5bB1coGB2uJpnz8nJiY63Lds7I0bN7a2HzlyROedd57Dxyl7vusJBRFlX1dUVJS1/ciRI5XmmOo8xlM46zyu7M+xrhVEOOvaDqf36KOP6tFHH62143va2PvVV1+tq6++2uH+zhrn6tChQ5VyfW2rzrWHJ1yvVNfJ8fmyi3KezMHVybl79uxRz549ay1edyj7ntqsWTNre/m5Cqi+Z5991mbyt7O1bNlSfn5+HpFv6/vYgk7scBEaGlqln0d1HuMpnDWvvOy5bV37PKmyc4rGjRurYcOGNTq2Z5fLeLCLLrpIxcXF+v77761t//3vf5Wfn6+LLrrIrbF5moEDB2rlypU2bcuXL1efPn2sEz4d6ePtThZDFBQU6Ntvv7VOvDqpR48eCg0N1YoVK6xtqamp+vXXX62/U4708Xb2trBMT09XgwYNrBMdBw4cqJ9//lkZGRnWPsuXL1dYWJj15NORPvAePXv2VKNGjWx+948cOaKNGzd6zO/+b7/9pksuuURjx47Vf/7znwr3Dxw4UMnJydq6dau1bfny5fLz87N+sOJIn9rQtm3bCluy3X///YqNjVVqaqouvfRSa3wrV660+Ttdvny5zj//fAUFBTncpzYEBASof//+ysnJsWnPycmxPu/Jv/+yv0dFRUVKTEy0/h450qe2BAcHq7i42Gbr0aKiIhUUFFhP+E7GUPY986efflJmZqb1Pkf6uEq7du0UERFh8/+ZnZ2tH3/80RqLs/rAeUJCQnTuuefa/H+XlJRo5cqVHvP//eeff2rIkCGKjY3V0qVLK5wvXnjhhfL19bV5Db/++qtSUlKsr8GRPrXl4MGDNjl33rx5kqTDhw9bVy8eOHCgfvnlF6WlpVkft3z5coWGhqpHjx4O96ktgwYNsptz/f39bc7Zyv7/noyv7P+vI31qw8mCsfKvITs725pzu3XrpmbNmtnEl5aWpg0bNljjc6SPq/j4+GjAgAEV/j+//fZbayzO6gPXOzlQVlhYKJ342/nf//6nv/76y9pn+fLlatGihTp16uTGSM9s4MCBysrKslnd8ttvv5XKnMfoxK45ubm5UiXXievXr5efn58iIyNdEveZOHrNcvz4cevPzRuucyrToEED9e/f/4y5IicnR+np6dbb5X+WmZmZ2rFjh9q0aeOCqGtfQUGBUlNTrStbuuv6CDVTWFhosy37wIEDlZiYaLNi0fLly9W1a1ebD0U90UUXXSRjjL777jtr2w8//KCcnBybv9W0tDTreVFlOVeSYmJiXBL3mQQFBen888+3yUHGGK1YscLmdWVnZ1tzkKOP8VQDBw7UDz/8YH1v1Infw8jISLVt21Y6MYaQmppqXU2rsp9lXcm5OjFunJ2dLbn5Gg81Z+98113Xu9U1cOBApaWl6ddff7W2LV++XD4+Prrwwgutbampqdbxv8r+TgMCAtz+Af+AAQPk4+Nj8ze1fv16paen2/xNpaenW99DHH2MJ6nOeby9n9vPP/8sY4zX59isrCzr52ruHCtH7Sv7O+3Nnz+fvLYqG/v+/fu1ffv2Cn/DJ3fpPd35rqf8Dfft21cBAQE2r2vnzp3au3evzevKyMiwvi5HH+OJHD2PK3vu5w0/x5oqe53m6LUdPE9OTo71nNbbx94dGecqPzZW2XmTJ/2dOnLtUReuV04aOHCg8vLy9MMPP1jbVqxYoZKSkiqPz/v6+toU4XmzsudG5513nho2bGjzt5qcnKzNmzd7xd9qfVV2HNBisahv374VxgG9Id/WtbGFkxyZE5Cbm6tjx45V6TGeyNF55Y6Myfv4+HjMmHxN5OXl2RQGVfazPdOOtA4xqLbrr7/edOzY0axdu9asW7fOdO3a1YwePdrdYblUcXGxSUlJMSkpKSY2NtZMmjTJpKSkmIyMDGufPXv2mEaNGpkJEyaYHTt2mHnz5hk/Pz/zxRdfVKmPN8vOzjYDBgwwnTt3Njt37rT+n6WkpJiCggJrv6efftqEhoaaL774wmzevNlcfvnlpkOHDiYvL69KfbzZ5MmTzX/+8x+zceNGs2fPHvPee++ZFi1amHHjxln75OTkmHbt2pkrr7zSbN682Xz66aemUaNG5rnnnqtSH3iXadOmmaZNm5qvvvrKbNq0yQwfPtx07tzZ5Ofnuzs0s3HjRhMWFmbGjh1r8/edmppq7VNSUmIuuOAC069fP/Prr7+a77//3oSHh5t77rmnSn1cZfLkyaZTp042bfv37zeNGzc29913n9mxY4d59dVXTYMGDcwnn3xSpT61Zfny5aZhw4Zm8eLFZt++fWbx4sUmKCjIzJs3z9rnnXfeMQEBAWbhwoVm27Zt5vbbbzdhYWHmyJEjVepTG44ePWpatGhhrrnmGrN582azY8cOc8cdd5iQkBCza9cua7+xY8eadu3amR9++MH8/PPP5pxzzjGXXHKJzbEc6eMMOTk5JiUlxSQmJhpJZvXq1SYlJcXk5uZa+yQkJJjg4GDzwQcfmK1bt5q//e1vJiIiwhw/ftzpfeA8H374ofH39zevv/662b59u7nrrrtMaGioOXTokLtDM0eOHDGdO3c2AwYMMAcPHrTJu8XFxdZ+48ePN9HR0ea///2v+eWXX8z5559vBg4caHMsR/q4wqJFi4wkU1hYaG3Lzc01HTp0MKNGjTKbN282n3/+uWncuLF5+umnq9Sntuzevdt6brV3716zcuVKEx0dbe666y5rn19++cUEBASYJ554wuzYscM888wzpkGDBuann36qUp/aUFhYaHr27Gn69Olj/ve//5k9e/aYp59+2vj4+Jhvv/3W2u+5554zjRs3Np999pnZvHmzGT16tGnXrp3JycmpUh9nKCgoMCkpKebw4cNGknn11VdNSkqKycrKsvb57rvvjJ+fn3nxxRfNjh07zEMPPWSCgoLMtm3bnN4HzpWammpSUlLMiBEjzOjRo01KSoo5duyY9f5ff/3VSDKJiYnGnLjGbNOmjbn66qvNli1bzMcff2xCQkLMzJkz3fgqHDdixAhz9tlnm/Xr15sff/zRtG/f3owZM8amj5+fn5kxY4Yxxpg33njDPPDAA9a/19dff900btzY/POf/3TTK7DPkWuWCy+80Fx77bVVeoyn+vrrr42fn5+ZO3eu2bFjh5k4cWKFc9f4+HgTERFhvT1w4EDzySefmD179pi1a9eaoUOHmhYtWpg///zTTa/CcSUlJdZzjs6dO5v777+/whjYBx98YCSZAwcOGOPm6yNU7uTPsVevXuaOO+4wKSkpJj093Xr/119/bSSZrVu3GnPi/DMsLMzccccdZtu2beatt94y/v7+5p133nHjq3DcmDFjTGxsrPnxxx/N+vXrTffu3c2IESNs+oSFhZmpU6cac+Ja4L777jM//vij2bt3r3nnnXesYx6e5JNPPjENGjQwr732mtm+fbu59957TePGjc3+/futfeLi4kz79u2r9BhPdfz4cRMREWFuuOEGs3XrVvP++++boKAgk5CQYO2zdu1aI8msXbvWGGPMv/71LzN79myzadMms23bNvPII48YHx8fs3jxYje+Esf99ddfJiUlxcyZM8f4+flZ/3bLXjfFxMSYCRMmWG97yjUeKjp27JhJSUkxV199tbn00ksrjJ1u3brVSDJff/21MW6+3q2JIUOGmF69epkNGzaY1atXm+joaHP77bdb7y8sLDSSzJw5c4wxxrz88svm4YcfNuvWrTO7d+82r7zyimnYsKF58MEH3fgqTrn99ttNmzZtzOrVq82GDRvMueeea4YOHWrTJyIiwsTHx1fpMZ6mqufxv//+u7nuuutMYmKi2bdvn/nyyy9NbGys6du3r83YlKfJy8szKSkp5pdffjGSzBdffGFSUlJsxi9uvfVWc84551hvu2usHDWTnZ1tUlJSzCeffGIkmY0bN5qUlBSbz5IHDRpkrrzySuttb/78ecqUKaZ58+Zm2bJlZuPGjWbo0KGmR48eNucMvXr1MjfffLMxxph169aZMWPGmO+//97s27fPfPbZZ6ZNmzZm4MCBpqSkxI2vxNa//vUv06pVK7Ny5Urz+++/mwEDBpjzzz/fJs9069bN3HHHHVV6jKdy5Dyu7Lnf119/bcaPH2/WrFlj9u3bZ95//33TqlUrc/XVV7vpFVRNZmamSUlJMc8++6xp3Lix9Vy3qKjI2qfsdZpx8NoOruXImP3UqVNNWFiY9bY3j707Ms5VfmzslltusX7WuGnTJnPXXXeZBg0amO+//96Nr8SWI9cedeV65aTRo0ebbt26mXXr1pm1a9eaDh06mOuvv96mj8ViMdOnTzfGGLNw4UIzadIk89NPP5k9e/aYN954wzRp0sQt81iq4+S50ZIlS4wks337dpOSkmJzvt+3b19zww03WG8/+uijJiwszHzzzTfmjz/+MMOGDTPdunWzmeMH18nPzzcpKSlm165dRpJ55513TEpKisnOzrb2mTBhgomJibHe/uKLL0yDBg3Myy+/bHbs2GH++c9/mkaNGpm9e/e66VU4rq6NLRhjzA8//GAaNGhgnn/+ebNjxw7z6KOPGovFYjZu3Gjt8+STT5qGDRtW6TGeypF55U2aNDH//ve/jTHGLFmyxNx///1m7dq1Zu/evWbRokWmWbNmNj93T1VUVGQ9l23ZsqWZNm2aSUlJsZnLNW/ePCPJOpds06ZNJjAw0EydOtXs2LHDvPDCC8bPz8/897//rXE8FETUQFZWlpkwYYJp27atadOmjYmLizOZmZnuDsulkpOTTVhYWIWvkSNH2vRbt26dufjii014eLg5//zzzZIlSyocy5E+3urnn3+2+/8UFhZm1qxZY+1XUlJinnvuOdO1a1cTGRlprr/+erNv3z6bYznSx5tlZGSYRx55xPTs2dPExMSYgQMHmldffdVm0MqcKKK57rrrTEREhOnatat54YUXKgxSOdIH3qOkpMRMnz7ddOnSxURGRpobbrjBeiHtbs8884zdv++yJ9vmxES3f/zjHyY6Otp06NDB/N///V+FiU6O9HGFJ554wvTr169C+88//2wuueQSEx4ebnr16mXefffdavWpLZ9++qnp37+/iYiIMP379zdvvPFGhT4LFiwwPXv2NOHh4WbEiBF2T5Yd6VMbNm/ebG644QbToUMHa1HXunXrbPrk5OSY+Ph40759exMTE2Puuusum0lYjvZxhoSEBLu/+/Pnz7fpN2fOHNOjRw8TERFhrrzySrNjx44Kx3JWHzjPokWLzHnnnWfCw8PNpZdean755Rd3h2SMMWbp0qWVnleVnciUl5dnJk+ebGJjY010dLQZN26czeRiR/u4wgcffGDCwsJsPuwwxph9+/aZ66+/3kRGRpquXbua5557rsK5jCN9asuGDRvM8OHDTUREhDn33HPN008/XeFD0hUrVpgBAwaY1q1bmwsuuMB88803FY7jSJ/akJycbO6++27TrVs3Ex0dbS6++GLz+eef2/QpKSkxL7zwgunatauJiIgw1113ndmzZ0+V+zjDypUr7f7el514Yk5M9Ovbt69p3bq1GTx4sFm9enWFYzmrD5wnJiamws+2Y8eO1vv/+OOPCtePu3fvNtdcc42JiIgw3bp1M7NmzXJT9FV3/Phxc++995o2bdqYdu3amX/96182A9fGGHPWWWdZJ3kWFhaahIQE079/fxMdHW0GDRpkFixY4HEf6DtyzTJy5EibAUxPvs5xxAcffGB69+5twsPDzdChQysUtD322GOmR48e1tu//vqr+dvf/mbatm1rzj77bHPXXXd5RMGlI05Oii//NXz4cGufzz77zISFhZnk5GRrmzuvj1BRVlaW3Z/jgAEDrH1Ovufu3LnT2rZx40YzYsQIEx4ebnr27GkWLFjgpldQddnZ2eZf//qXadeunWnTpo259957KxSWd+zY0TzzzDPGnFgA5/XXXzcDBgww0dHRZsCAAWbu3LkVzlU9wbvvvmt69eplwsPDzSWXXGJ+/vlnm/snT55sevfuXaXHeLIdO3aYK6+80kRERJgePXpYP/Q86eQY9MnXlJaWZiZPnmzOPvts0759ezNy5EiPmnRyJnfffbfdv9ey7zXnnnuuzSQxT7nGQ0UdO3Y87djpzp07TVhYmFm5cqW1zZ3Xu9WVlpZm7rzzThMTE2Pat29vHnroIZuFQ4qKimzGzvLz882LL75o+vbta2JiYszgwYPNwoULPeZ15ubmmoceesg6xnjnnXeatLQ0mz49evQwjz32WJUe42mqcx7/+eefm0svvdRER0ebPn36mMcff9xm8qMnWrRokd28Wraw/r777jODBw+2eZy7xspRfZV9ZvXBBx9Y+1xxxRU2Ba/e/PlzUVGReeKJJ0ynTp1MVFSUufnmm22uyYwx5uKLLzZ333239fbSpUvNxRdfbKKiokzfvn3N008/7fTFTWqqsLDQPPbYY6Zjx44mKirK3HLLLRWKkQYMGGAmTpxYpcd4KkfO48qe+5WUlJhFixaZQYMGmejoaHPBBReY//znP14zUXXs2LF2/07/+OMPa5+y12nGwWs7uJYjY/bPPPOMzTiv8fKx9zONc5UfG0tOTjZxcXGmS5cuplOnTubaa6/1mM8byzrTtUdduV45KTMz08TFxZk2bdqYtm3bmgkTJlQ4l42IiDCzZ8825sT7y7x588wFF1xgoqOjzcCBA838+fM9bny+Mo899pjdv9XPPvvM2mf48OFm/Pjx1tvFxcXm6aefNp07dzaRkZFmzJgx5uDBg256BTiZW8p/lb0WnTp1qjn33HNtHrd48WJz/vnnm/DwcHPxxRdXmHvjqera2MJJX375penfv78JDw83F110kXU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",
"text/plain": [
"<Figure size 3150x1120 with 36 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_ = plot_marginals(samples, group_by=\"energy\")"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "d5a0bdb6",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 3150x1680 with 54 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_ = plot_marginals(samples, group_by=\"pdg\")"
]
},
{
"cell_type": "markdown",
"id": "c3585ead",
"metadata": {},
"source": [
"## Tier 2: joint structure"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "8cdb9c2a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1300x400 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Real vs. generated Pearson correlation matrices (+ their difference) over\n",
"# the 9 raw target dims — catches a model that decorrelates targets that are\n",
"# physically coupled even when every individual marginal looks clean.\n",
"_ = plot_correlation_matrices(samples)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "e88c8bd9",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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+HYgNFJ8QEZkOq/LSbCqr8SgvzaZMhzXSIQEA4hh5BwDiE/07EBs47Q4RYbeaNWVgrirrvMp0WJkaCwAIK/IOAMQn+ncgNlB8agdur4/OrhXsVrPsVnukwwAAxKGmcjN5B0C0Y1zROvTvQPSj+NRGBy9wV1RZp1SrRdNOyFdWClM9AQCIBLfXpxKnW18XVam8zsvFZwHEDMYVAOIZxac2qqzzqqiyTnuc9fqqyi3DJM0cWchOLgAAHezgwO370mrtrnRr7HHZgYvPckQcQLRjXAEgnnHB8TbKdFiVarVod5Vb3TPsqqlv5A4LAABEwME7HvXIdEiGtLOyjovPAogZjCsAxDNmPrWR3WrWtBPyZZikmvpG9chyxM1OLuecAwCi3aG56uAdj0pc9Tr5+BwNL8xQXrqdHAYgJjCuABDPKD61A7vVrAl9cyQpbnZyD566UOKq53oZAICoVFHj1TvfFKva26gemQ5NGZjLHY8AxDTGFQDiFcWnNjq8M81Lj49rShw8dSEnJYnrZQAAoo7b69Pb3xbro037VJCxPz9V1nmVn2EnXwGISYwrAMQzrvnURk11pvHg4KkLZTUerpcBAIg6lXVe1dQ3qnuGXbur3Eq1WshVAGIa4woA8YyZT2106PUlspKtqm/wye31xfxUUrvVzKkLAICocvj1nXpkOSRJfbqmaNrQfHIVgJjGuAJAPKP41EYHO9MSp1tfF1Vpyfd74+ZcZrvVzJRYAEBUaOqaIQxmAMQTxhUA4hmn3bUDu9UsW6JZ5XXeuJsmCwBANGj6miHmA9d4iu1BGQAcxLgCQLyi+NROouVcZrfXp+Iqt9xeX0ReHwCA9nQwr9ks5qjIswAQbowrAMQjTrtrJ9FwLjO3MQUAxJPD89q4Pjmqb/Rxmh2AuMa4AkA8ovjUjiJ9LjO3MQUAxJPD81p9o0/5GeQ1APGPcQWAeMNpd2HS3DTVcExjjZYpugAAtJbb69PWfTXauq+GU+0AgHEFgDjBzKcwaG6aarimsUbDFF0AAFrL7fXp3e9K9OnGMskkTeybo0n9u3KqHYBOi3EFgHjBzKcwaGqaakvWtwV3/gEAxKrKOq+2ldXKJ0M+w9DW8trAqXbkNQCdEeMKAPEiosWnDz/8UGeffbYyMjKUnZ2t8847Txs2bDii3YMPPqiCggIlJibqxBNP1EcffdSqNh2luWmqTGMFgNDFa67AkTIdVvXOSZZZJplNJh2XnUyOBBCSeM0VjCsAxA0jQhobG42pU6caixYtMqqqqoySkhLjwgsvNAoLCw2XyxVo99RTTxnJycnGu+++a1RVVRm/+tWvDIfDYWzbtq1FbZrjdDoNSYbT6WyX91fnaTR2V9YZdZ7GVq0HgHBp7/4unOI9V+BIdZ5GY8veamPL3mpyJBBBsdTfxXuuYFwBIFq1pL8zGYZhRLoAdtDOnTvVo0cPLV68WKeffrokqX///jrrrLP0+9//XtpfLFOPHj106aWX6v777w+5TXNcLpfS09PldDqVlpYWtvcIAJEW6/0duQIAwi/W+ztyBQCEX0v6u6i65lNpaakkKSMjQ5JUUVGhjRs3atKkSYE2JpNJkydP1meffRZyGwBA/CBXAACaQ64AgOgSNcWnhoYG/fznP9eoUaM0cuRISdKePXskSV26dAlq27Vr10BCCaVNUzwej1wuV9AfACC6kSsAAM0hVwBA9ImK4pPf79dVV12lLVu26NVXX1VCwrHD8vv9MplMbWozb948paenB/4KCwtbHT8AIPzIFQCA5pArACA6Rbz4ZBiG5syZow8++EBLlizRcccdF1iXl5cnSdq7d2/Qc/bt26du3bqF3KYpc+fOldPpDPzt3LmzXd8XAKD9kCsAAM0hVwBA9Ipo8elggnjnnXe0ZMkSDRgwIGh9ZmamBg4cqKVLlwY9Z+nSpRo/fnzIbZqSlJSktLS0oL/24Pb6VFzlltvra5ftAUBnF4+5ojMhLwLoCPGYK+g/AcSTiBWfDMPQtddeq3//+996//331a9fPzU2NqqxsVGH3oDv1ltv1bPPPquFCxdq7969+sUvfiGXy6XrrruuRW3C6WBiqKjxasn6Ur3zbYmWrC9tU6Ig2QBAfOWKzmh3pVt//WSrXv9qZ5vzIgAcTTzlCsYVAOKVJVIvXFFRob/+9a+SpBNPPDFo3dNPP62rrrpKknTllVequrpaP//5z1VaWqqhQ4dq8eLFQedSh9ImXNxen5asL1WJq15JlgTVeBqVl25XiatelXVe2a32Nm0zL82mKQNzZbeawxI/AESzeMkVnVFFjVePf7hRq4oqlZdukySdWJfZqrwIAMcSL7mCcQWAeGYyDj0c0Im5XC6lp6fL6XS2aKpscZVb73xbopyUJJVUuZWaZFG9z9+mzv3QbZbVeDRtaJ7yM9hZB9A+Wtvfgc+uJVYXVerxDzfJ5/OrxFWv84YV6CcTj2PQA8QI+rvWY1wBoLNoSX8XsZlP8SLTYVVemk0lrnr1yHJoXJ8c1Tf6lOmwtnoH+9Bt5qXZlOmwtnvcAACEU8+sZB2Xk6ytZbUa0SNTF4zoTuEJAI6BcQWAeEbxqY3sVrOmDMxVZZ23TYkh3NsEAKAjZaVYdf2p/bSjolY9s5KVlcKABwCOhXEFgHhG8akd2K3mdr+GRTi2CQBAR8pKsVJ0AoAWYFwBIF5F7G53AAAAAAAAiH8UnwAAAAAAABA2FJ8Qs9xen4qr3HJ7fZEOBQA6HfpgAEC8IKcB4cc1nxCT3F6flqwvDdy5o7W3nwUAtBx9MAAgXpDTgI7BzCfEpMo6r0pc9cpJSVKJq16Vdd5IhwQAnQZ9MAAgXpDTgI5B8amdMFWzY2U6rMpLs6msxqO8NJsyHdxNCQDC6dA8Rx8MAOHDuKJjkdOAjsFpd+2AqZodz241a8rAXFXWeZXpsPJ5A0AYNZXn6IMBoP0xruh4jCuAjkHxqR00NVXTbrVHOqy4Z7ea+ZwBoAM0lefyM+z0wQDQzhhXRAbjCiD8OO2uHTBVEwAQz8hzANAx6G8BxCtmPrWR2+tTZZ1X4/rkqL7Rx1RNAEDMO5jbDuY0TkkAgPBjXAEgnlF8aoOD52QXVdQpxWbR9KH5MZMgDh9YAAAgSbsr3Vqwepf8fkN9uqQErjfCKQkAED6MKwDEO4pPbVBZ51VRRZ1KXfX6qsgtkyFdNKow6jtdLmQIAGhKRY1Xj3+wUat2Vio/3SZJOrFnJkUnAAgzxhUA4h3XfGqDTIdVKTaLdlW5VZBhV7W3UZV13kiH1aymLmQIAMCOilrtrfGoW5pNxc56JSSYuN4IAHQAxhUA4h0zn9rAbjVr+tB8mQyp2tuoHpmOJnfSo20q6sELGR48QsHAAgA6r0NzVM+sZB2Xk6ytZbUaUZipC07sHhV5CwDiHeMKAPGO4lMbZaVYddGowqMmgWicihpPF46NtgQMALGkosard74pDgx0pgzM1fWn9tOOilr1zEpWVgqDCADoKIwrIotxBRBeFJ/agdvrU6mrXjaL+YiOqqmpqC29dkY4OsJ4uHBsNCZgAIgVuyvd+ssnW7S22KV+XVOkAzkrP8NO0QkAIoRxRWQwrgDCj+JTG+2udOvxDzZqb41Hx+Uk6/pT+wXttLd1Kiod4dG1RwIGgM5od6Vbv317rb7aUSkZhlz1DeqTk8LpEgAQQYwrIodxBRB+FJ/awO316bWVRVq+rVzZyVZt2mtoR0VtUJI4dCqqzWI+cBG+0I800BEeHeeYA0DLuL0+rS9x6pUvi/TNrioZhiHJpHR7osb2yWEQAgARwrgishhXAOFH8akNSpxubShxqc7bqH01Hg3slqauqbYj2u1PCNZWHWmgIzy6eDrHHADCraLGq39+WaR/f1eiPa56mU0myTCUk5qk6UPz1btLcqRDBIBOi3FFZDGuAMKP4lMb+QwpMSFByVaTkm0WeRp9QesPnldd3+Br1ZEGOsJji4dzzAEg3CpqvPr7Fzu05PtSVdR6lZxols+QJh6fo1mje2hgXjr5BQAijHFFZDGuAMKL4lMb5KXbNbJnpooq6uSwmpVhSwxaf+h51dkOq7KSrSqr8bT4SAMdIQCgtdxen97+tlhf7ahUkjlBkpRoTtDI7hm6eWp/FWSSXwAg0hhXAIh3FJ/awG416/RB3VRaXS+/39DAvHTpQHKwW81B51WX1Xg0ZUBX2RLNHGmIA9yKFUAs2LK3Rh+s26O91fXqmeXQjoo6nTc8X2N65Who93TuagcAUYJxRefFuAKdBcWnNqio8ervK3Zoe1mdshxWeRv9WvL93sC514efV52XbqdDiQPcKQRALNiyt0Y3vvKV9rg8sicm6KzB3TRlQFdNH5pP0QkAogzjis6JcQU6E4pPbbCjolY7KupUkGHX9vJabS2r0fDC/dNlv9/j0oBuaZxXHYe4UwiAaOf2+vTBuj3a4/IoJ9mqslqvuqbaNHNkIbkIAKIQ44rOiXEFOpOESAcQy3pmJatnlkN7XPU6rkuyBuamqaTKrbIaj5ZvLdeS9aWSpPwMjkwci9vrU3GVW26vL4TWkXfwyFNrzrMHgHCrqPHq9a92am91veyJCSqr9apbWpJOG9SNXAQAUYpxRftgXAFEL2Y+tUFWilU/GtNTn23ep75dUtU/L007Kmq1fGu5cpKT9H1ptQbmp+m4LimRDjVqxeJUU+4UAiAabdlbo88279O+Gq/WlbjUPcOuswZ3U9dUm04b1E19upKLACBaMa5oO8YVQHSj+NQGFTVevfjZNn21s0qORLPOGZavUT0zleWw6pNN++T1+fXl1grOyT6GWJ1qyp1CAESTr7ZX6H//uUZVdQ1KTDBpQt8c7apya9LxXTjVDgBiAOOKtmNcAUQ3ik9tsKOiVhv31kiG5Kxv0Ptr92jrvhrlOKyqb/ApMTFBK7ZXaPRxWXF3lKK97spw+MUTmWoKAKHbXenWiq1l+tuKHdpV6ZbDalZdg1/uRp8m9+uiaUPzGaQAQAxgXMG4Aoh3FJ/aoGuqTYlmk8pqPEo0m+QyJ2hfjUc7y+vk9fmVmJggGZGOsv0dbUpraxJHe0015RalADqbtbud+vWCb1TsrJe7oVH2RJPqvD7lZ9g1e1wvDe+RRX8IADGCcQXjCiDeUXxqA5NJGpSXriyHVbWeRjUeSAhVdQ1KdyTK5zN0Ut8s5aXH1zTKpqa0StZWn2Pd1qmmsXh+NwC0xZa9NfrVgm+1ttglq9kkw5C6Z9rUNdWuW87or5G9siIdIgCgBRhXMK4A4h3FpzYwDGldiVMb99TIaklQ9wybfH5DKTaLJh7fRRW1Xp3UO/6OPDc1pTWS51jH6vndANAaX22v0G8WfKNN+2rV6Jf8hqEuKVb95OQ+OmNwnrJSOM0AAGIN4wrGFUC8o/jUBnur61Xf4Jc9KUF7nG7tcbpltSQoOyVJX2wt1+jeWcqwx98goOkprcGJw2Yxq7jK3SHTVTm/G0BnUFHj1fxVRXryw42q8uw/JG6SlJKYoItGdNd5J3aPu0EJAHQWjCsYVwDxjuJTGxw8N7vU6ZG7Yf+yRq9fyQ0+ldd4tLfao8+3lMXldM3Dp7QemjhsFrM+31LWYdNVuUUpgHi3u9Ktu9/8Tku+3xs4FUOSkq0JumhUoeZM7EPfBwAxjHEF4wog3iVEOoBYtv/c7DT1yHbIfOAItF9SdX2j3F6fUpMsKqqoO3Ducvtze30qrnLL7fWFZfstZbealZ9hV32jr4lztzvmtUkQAOLNlr01uv+ddfpsS1lQ4cluMWnWST1045TjOdUOAGIc44pgjCuA+EPxqQ0yHVb16ZoqmzlBNmuCLAlSlsOi47umypD0+dZyldV4ZLMc2XG1tYM/eDG8d74t0ZL1pVGTKHTIdNWyGk/QVNloihEAYsFnm/bpqudX6MPv98jj8yvhwIAky56ge88folvOGEDhCQDiAOOKpjGuAOIHp921gd1q1vG5KXIkWZSblqTyWq9sVrNqGxqVYrVoVM9MeRr9qnJ7gwYH7XEXhXBdDK89bi0ayamyABAvlq7fo5//Y42qPD6ZJFkSpF7Zdg3tnq5rTumrwQXpkQ4RANBOGFc0jXEFED8oPrWB2+vTmp1V2lftUWVtg2zmBCUmmHRKvxyVOD36ZpdTPsPQfzaVKS/9v1M326ODb8nF8A7t+A++flNJoD1vLXrw3O3iKjd3jACAFnB7ffpg3R79esE3cnr8kiRDUrLVrJ+fMUCnsbMNAHGHccXRMa4A4gPFpzaorPOqpr5RPbMcKqutl8VslgzJ02BoYF6aFn1bIq/Pr3+t3q2RvTI1KH//UeqW3kWhqaMGR7sY3uFtD+34U5MsqvE0ytvoV48sxxFJoKXJK5SjGbF+x4j2OGIDAKFau9upuxd+p1U7q4Ku75RkMemy8b0oPAFAnGJcwbgCiHcUn9rAZjFrj8utYme9/H5pX7VHJpP0xfZy/WBkd7k8jfIbhuoafPq+xKXeOSlye33aUVGr4T0ydaJJzXY+FTVevfNNsaq9jeqRGdyxH35niKaOMBzs+NNtiVryfamqPY3q2yVFOpAUDn3+wQ69qLJOqVZLk+eUH+u1mnofHXXHiHB05u15xAYAmvP6l0Wa+8a3ajhseXqSWXfMGKRpJxTQBwFAnGJcwbgCiHcUn9pgj8utdcUu7aqoU/WBi95ZEqTt5XX697clSrVZVOttlMkvrStxqcFnaF2xU7ud9eqZ5dD1p/YL6nSaOrrw9rfF+mjTPnVLTZLT3aCB+Wk67kAnf7iDCSHNlqjvS6s1MD9Neel25aXZ9H1ptayWBPVMdmhXlVt9uqYccbTAbjVrXJ8cVXxbrOr6xmPezjXUoxkt7bxb09mHqzMP1/nvAHC4+/79nZ7+dMcRy1OsJv3pxyM1vl+XiMQFAOgYjCsYVwDxjuJTG+yr9qiook6uQ+620OCX0pJMKq/xKivZKrvFLJ8MdUlN0vd7qrWlrFa9spO1o6JOOypqAxcMPNrRhZr6RnVLS9LXO50qyLTr66KqoPO8D5XpsCrbYdUnm8skQ/pyW4WGdk9X7y7J6p2Tog17XNpTXa+B3dI0bWh+k9uocnu1t9qjHpmOY3aMoUx7bWnn3Vz7oyWQcHXmHT21N56m4sbTewHC7bZXv9Jrq/c0ue6uGUMoPAFAJ8C4gnFFe4qnffF4ei+dHcWnNrCaTXJ7Go9cYRjKtCfKlpggkwyVOL1auLpYM4bny+/3B45Q9MxKlg78oL7f41JRRZ3yMuwqqqjT93tc6ppqU4rNIluiWQWZdp3UK1tby2tV4nQf9ShFXoZNXdOS1D3Dof9sLtMH60plNpt0av+uOn1QN9U3+o56LrckfV1Upd2Vbu2ucOvk43OO2jGGMu01lM770Nc/VvuDCeTg1N1pJ+QHEmxLpvU25/DOrSOm9irOpuLG03sBwsnt9emHf/hY35bWHbHOIume8wZr5ugeEYkNANCxGFcwrmgv8bQvHk/vBRSf2qS63ief/8jlLq+hLWXVGpibqn01XqXYzKr2NGhneY3G9emqKXaLhhZkKCvFGvhBbSmr0e5Kt+q8jarz+vTJpn1y1jUo3Z6ovAy7emYma/WuKjX6/Vq2Ya8y7NbA8w+99WhRRZ0aGv3aVVWn+gafymu98vh8WrZhr4YWZCgjOTEQZ0WNV29/W6zKWq8yk60a2TNTe6rrNaBbqirqvBpemHHMH/fh54YfLtNhVVayVVv21ah3TvIRCefwzmRcn5yjHhGorPOqqLJOe5z1+qrKLcMkzRxZeCCG0Kf1HsvROje71S6316fiKnfYkkU8TcWNp/cChMvzn2zVXW+vb3JdZpL0lyvHaWSvrA6PCwAQGYwrGFe0l3jaF4+n94I4Kj6tWLFCf/zjH1VaWqqhQ4fqtttuU5cu4T1VwdvYKJ/R9Lq6Bun70mpZEhJUUeNXut2sd7/do6Ub92lofoZmjmrUqJ45qnJ79W2xU9XuBpU462VOMCk7xSqbxaxPd5dpULdUeX2GumfY1Ojzy2o26bMt5bImJGjaCfn6fEuZSlz1spkTVO1pVF7G/h/jiT0ylGFP1L+/LZE90ayEBJM+2bxXNR6feucka0zvbC1YtUufby1Xo9+vJItZtZ5G7Syv07byWuWn22QYanXH6Pb6VOJ0q6FhfxY1NfE5HdqZFFXWKbvUtX8qb5dk2RLNQUcLMh1WJZkTtGVfjXplOVRT3xjofA5ebLHmwPtvbcfUVOcmWVXidOvroiqV13lbXHEPdZpoa6fihnMaamu3Het3IkF8i0SuONwZD32gjWWeJtdlJEovX3OyBhekd2hMAID/YlzBuIJxBeMKtL+4KD59+umnmjJlin72s5/p3HPP1R/+8AdNmDBBq1evVnJycthet9rjk+8Y62sbJIvJr0ZDqq850LLep1LnXn2z26mRPdKV5kjSzvI67a2uV06KVbsq3ar1Nqi82qtt5bXaXlarNIdZdotFZbVemU0mTeiTrYo6rz7bsk9ri106LidFZbUeWS37O9GCDLu6ptl0+qBucnt9qmtoVE5yktYUVanW69N3u51asaVMRZVulbnqVVHnVY/sZH29y6mqOq8q67yqqPXqj0s3q29uyhF3w2iu8zh4J41dTrf2ujwae1y2yg9st6m7YGwpq9GO8lp9u8upRLNJGfZEZafsvxBiTmqSemQ6NK5PjhxJFqUkWeTyNGrEgSS2fEuZdpTVqbS6Xrur3Gpo9KtPlxTZLOZAgtOBBGCzmAPTgyWpxOmWpMC57od3bjaLWUvWl+r70mrtrnRr7HHZQQmoqc/h8OnGhx+BOXx68qEG5qcFLuYY6kUUQ5mG2tQFJ5vr/NsyxbUjpxWHG+eYx5dI5YpD9br97aOu652ZqJevmaiCTI7oAUCkMK5gXMG4gnFFODCuiJPi0//7f/9P5513nh566CFJ0plnnqm8vDw988wzuvnmm8P2uiu3lzfbprGJyrxf0h6XR4u+26ukxAQlWxMkk0kud4MyHRZtLGlQg88vr98vm9msPZVeJSXuP0e7wedXVV2DZNRqzc4qVdZ5tWFPtXpk2bXHWa9Gv1RUVqtPD0yvPa5rijLsifIZfq3aUakGv0+eRr/siRb5DEMJhqEUe6K276vWjvIa1Xl9slrMsphN+q7YUO8uydqyr0ZWS4JG9tx/CsjfVuzQptJq9ctN1aVjespuNavE6VZ9g0/1DX59sH6PVhdVqWemXY0+v3ZW1qkgw65NpS5V1TYo3ZGovdX16pmVrHF9crRxb7W27K1Vo89QTmqSymu9SrUnakNptbod6LQPHoGYMiBXOyvrlJeWpMc/2Kiiyv3Tgft2SdbeGq8KMx0a3iMzcOQm22GVYZJKXfUqq/Yo3Z6oFJtFiaYErd5VJRnSycfn6OwheUd0bgen5KYlWbTD59e2shp1SU5SVW2DbBazlm3cq42l1eqSmqSzBufJ0+jTF9sqtLvKre7pdvXMcWjLvhql2RO1ZV+NKmu9qvf5le2waliPjEAyCJx3XlGnFJtF0w+7aGOoF0TcVlYjl7tBVkuCbBaLbNYEZditgc/iYKI6/HFTiautU1ybmzrd3lpz95PDdxKaasM55vElUrnioGMVno7PSdLiX5wW9hgAAMfGuIJxBeMKxhWMK8LDZBjGUSZ4xoa6ujqlpqbq+eef12WXXRZYfsEFF8jj8eidd94JaTsul0vp6elyOp1KS0sL6TnHGkjEE6skU4JkM0uJiSaV1e3/ypgl9c6xaWBeujaU1KjEWStvo+Q/8I0ym6VBeWk6sWeGvt7lOjBd1pAhn+xJFvXMTFHfLg69//1e1dU3qt5vKNOWqL65qWpo9Gtvdb0y7FaN75ujwQWpWrGtQiZJZpNJxVVurdnllMNq1r5qj1JsCeqWZlfPLIdOKMzUlzsq1Cc7VTWeBtU3+pVgklZsq1Cqzawaj182i0lp9kQlmEzKS7frrCHdlGpLlLfRp1RbojbsccnT6NOnW8pVUeNVl9QkJSWYtLfGo0SzWY6kBO2r9qq+wa/6Bp8Ks+xKT7Joa1mduqbbVF7jUY9Mu74rdilBUl6GXV1SEuWwJWpbWa36dElRr6xkTTshX1Vur15ZsUMlrnqV13h1+sBczRrTUzpwFOW97/Zoza5KDeiapism9Jbdag4+H7+yTgmGtKWsRt/udqrG41O2w6KeOSka1C1NVfUNOi4nRc76Bo3smamvdlTu7/yr3EpNsqje5z+iE9yyt0YvL9+uhgafjuuaqvNP7B64EGNLhbvK7/b6tOjbEm0tr9Vx2ck6a2hes3c/efe7En26sUwySRP75jT5nOIqt975tkQ5KUkqq/Fo2tA85Wc0fWQqUlobS2v6u1gXyVyhZvJFVpK06u7pIW8LADoCuYJxRTgwrmBcwbii844rYn7m065du+T3+1VQUBC0vKCgQEuXLj3q8zwejzye/15zw+VyhTXOWObV/sMqHr+khv/WKn2SNpfVa3NZfZPPa/BJq3a5tGpXE59trU9FFR59siX4KI/H65HT7ZESEuTzSTur6rSzqka+L0ySDMlkkvx+1Xj8avQbgSNAlW5pZ6VXX+906oPv98rT4NcniWU6rkuy6r1+bSurVn2jZEhKTJASTJLVkiCLOUFb99Xqu91VqvE2ypxgUo27UTVen/w+Q4kWk3LTbdpRXqu6A7e+bQick5+gDHuiEhKkfTvqlZWcpDpvo5ISE+R0N+jzKrf2OOtlklRUWatEs1mNPr8sZpNqPT5t2Vcrj8+vREuCVmyr0I6KOmXaLfqqqFJj+2Rr275afbZln978ulhen6FPN5XJ6/epX26aKmr3nyc+vEemKg4cpVq9s0p1nkZVuhtU39CojOQkrSyqlDnBpFKnRycfn6OeWckqrnSrxFWvFJtl//n86cHns++udOvut77T9yUu+QxpRLVXGcnWwFGcluiIKn+J061PNpfJZxjaXenWsB4ZR71riw4cfdlWViufDMmQtpbXNnkEpqlzzKPpqEU0xRILIpkrjjWgyEik8AQA0YJxRfgxrmBcwbii844rEtp9ix3M6/VKkuz24H9gh8MRWNeUefPmKT09PfBXWFgY9ljRPHOC5PVJDY2GGn1+GYZJ1R6faj0+mUwmudyNavAZkskIHAk5KEFSo1+q9fiUaEmQIUO1nv0dv1/7E4O0/wiKyWSSw2pWcqJZCSapyt2oanejvA1+VdQ1yDAMNfj8amg0VFPfKLfXJ7s1QZ4Gn+obJVuiRYkJhiRDieYEpdgsMpkMZSZb1SPLobx0m6rdDUo48HoNjYZ8hqGkRLMsCfunE2enWFVW7dG2fbXKSrbKkWiWxZwgn9+Qy92gEle9PA2G6hv8Mklq9BtaW1ytbWW1gWmre6vr5Wn0a0C3NNkTzfI0+OWwmmU1J8jnM2RPNGti3y4qyLJreOH+O6FMGZiraUPzNH1ovnpkOlRW4wm6gN+6YqeKKtyyms3yNPjkrN/fqe6/UGLLNH2xxTAwDvvvMWQ6rOqdkyyzTDKbTDou+8g7puiQc8ynDc0LdMAd9n5CEE2xxIJozRVr7qXwBADRIlpzBVqHcQXjilZhXBG2WGJ+5lNmZqYkqbw8uNJdXl4eWNeUuXPn6pZbbgk8drlcJIowMh84J/3Q37DpsMfWBCnRbJI90awki1nVXp8STJLDapa30S8ZUpbDKpn8MnlNSrUlyFXXoAb//m2bJNmspv0dpGFSpj1Rg/Mz5HI3aI+zTq76RiUYki3RrHSHRdn2JCWY92cOv2HIZZbMCSZlORJV4/XJmpigLIdVvbKT958TX9+gNLtV7vpGuRt9ykreP63WYTFrfWm1/H5D4/vkaEK/HLm9Pt35r++0Ya9LjX4pw5GoxAMJIMdhVa8uyeqR6VBhpkNen1/lNR4VZNiVlWzVqf276vjcNJXXeFVWU6/slCS53A1KSbJoXJ9s5abZAh37oUccZo4qVInTrTpPo/LT7RrdO0vby+tUUevVgNxU5aXv35E69Lzppi7gNyg/XT2y7Nqwp1oOq0WZyUlN3tI2FB1xh4q8dLtOPj5H28pq1TsnOfA+j8ZuNevsIXkaXpgReP7RKvuHn2MeTXfciKZYYkE05ort91N4AoBoEo25AkdiXMG4gnFF++qoWGL+mk+SlJubq+uvv1533HFHYNkJJ5ygcePG6amnngppG+G4jkdHsZkkr7G/ozzIeqDTPHjXDLMki1myWkzKTU+S22vIZklQvc+3/xzjRinFsn/2aaJFkhJU4/YrPTVBOQ6b/DLJLJMsZpMa/YZyM2xKS7LI22jopF5ZcnoatWZHhWo8PnVJS1SZy6ukxIT95yB3SVGSxaJka4LWlbhUWVOvgsxk5Wclq7KmXpvLajWwW6p6Zifvn/aZbldSYoLKaryS/MpJscvT0KjyWq9656SorNorj69BOSl27XO5tbbEpbw0u+oafOrTJVlJiWaVVNWrV06yemUnq8rtVanTrR3lbiVapNQkq3JSrbIlHugYDJNk2n8k4NBzs61mk/IzHcpwWJVkMWtnRa3SbFYlJSZofYlL+Rl2Dczb/11p6iJzuyvdWrG1TIkWkwoykiUZqnb71CXNqm5p9iPukFHf4JMt0Rx0wcDKOq8qa71ataNSfbumaHiP/Ts+R7vLxLHWtWTq5O5Kt1YXVSg72arcdHvId8poSkecy9yR50t3tnOz40k05QoKTwCiHbki8rkiEhhXMK5gXMG4IlzjirgoPv3yl7/UK6+8oi+//FK5ubl66623dO655+qzzz7TuHHjQtpGZ02wADqfztrfkSsAIHSdtb8jVwBA6DrVBccl6a677tL69evVt29f9e7dW5s2bdIjjzwScoIAAMQ/cgUAoDnkCgAIj7goPtntdr355pvaunWrSktL1b9/f2VlZUU6LABAFCFXAACaQ64AgPCIi+LTQccdd5yOO+64SIcBAIhi5AoAQHPIFQDQvhIiHQAAAAAAAADiF8UnAAAAAAAAhA3FJwAAAAAAAIQNxScAAAAAAACETVxdcLwtDMOQJLlcrkiHAgBhdbCfO9jvIXTkCgCdBbmi9cgVADqLluQKik8HVFdXS5IKCwsjHQoAdIjq6mqlp6dHOoyYQq4A0NmQK1qOXAGgswklV5gMDmdIkvx+v4qLi5WamiqTyRTy81wulwoLC7Vz506lpaWFNcb2RuyRQeyRE8vxt2fshmGourpa+fn5Skjg7OuW6Iy5Ihz4PI7EZxKMz+NIHf2ZkCtarzPmCmKPDGKPnFiOP1LjCmY+HZCQkKDu3bu3+vlpaWkx96U7iNgjg9gjJ5bjb6/YOYrdOp05V4QDn8eR+EyC8XkcqSM/E3JF63TmXEHskUHskRPL8Xf0uILDGAAAAAAAAAgbik8AAAAAAAAIG4pPbZSUlKQ777xTSUlJkQ6lxYg9Mog9cmI5/liOHfz7HY7P40h8JsH4PI7EZxL/YvnfmNgjg9gjJ5bjj1TsXHAcAAAAAAAAYcPMJwAAAAAAAIQNxScAAAAAAACEDcUnAAAAAAAAhI0l0gHEKr/fr2eeeUaLFi2SxWLR+eefr0svvTTSYR3B5/Pp1Vdf1fvvvy+Xy6Vhw4bphhtuUFZWVlC7Xbt26eGHH9bGjRvVo0cP/exnP9PAgQMjFvfhSktLdeWVVyolJUWvvfZa0LrKyko9/PDDWrNmjbp27aprrrlGY8eOjVish/ryyy/17LPPqri4WOPGjdPNN98sm80WWO92u/XYY4/ps88+U3p6ui6//HKdccYZEY1ZkoqLi/WnP/1J3333nRITEzVmzBhdc801Sk1NDbRpbGzUn//8Z33wwQdKSkrSD37wA82cObPDYy0qKtIzzzyj5cuX64YbbtB55513RJvt27frkUce0ZYtW9S7d2/dfPPN6tu3b4vbtLe9e/fq2Wef1ZIlS3TxxRfrJz/5SdB6v9+vBQsW6N1331VFRYUGDx6sG2+8UV27dj1iOw899JDWrVunvLw8XX/99Ro+fHhYY0doYiVXtIf6+nq9+OKL+uijj+Tz+XTSSSfp2muvlcPhCGq3fv16Pf744yoqKtLxxx+v//3f/1X37t1b3CaW+Hw+XXXVVdq9e7f+9re/KTc3N7AulL40Wvrb9tDQ0KDnn39e77//vqxWq2bPnq3TTjstqM0333yjJ598UsXFxRo4cKB+8YtfBH1mobaJBUVFRfrTn/6k9evXy2azady4cbr66quDfjder1dPPvmkli1bpuTkZM2aNUvnnntu0HZCaYPoFSu5gnFFZDGuCD/GFeEdVzDzqZV++tOf6q677tI555yjyZMn67rrrtPdd98d6bCOcO655+qdd97RKaecolmzZmnp0qUaPny49u3bF2izd+9ejRkzRlu2bNHs2bPldrs1ZswYrV+/PqKxH2QYhi6//HJt3bpVH3/8cdC6+vp6nXLKKVq2bJkuu+wyZWVlBR5H2nPPPaeJEycqKytL11xzjbxer66//vrAesMwNH36dP3973/XJZdcogEDBmj69On6xz/+EdG4KyoqdNJJJ2n58uW67LLLdO655+qvf/2rzjrrrKB2s2fP1oMPPqjzzz9f48aN0+WXX66HH364Q2N9/fXXNWnSJFksFn3++efauXPnEW127typ0aNHq6SkRLNnz1Z5eblOOukkbdu2rUVt2tunn36qESNGqKKiQhs2bNCmTZuOaHPppZfq1Vdf1dixY/XjH/9YX331lYYMGRL0Pl0ul8aNG6fVq1fr8ssvV2JiosaNG6eVK1eGLXaELlZyRXsYO3asVq9erenTp+vcc8/Viy++qJNPPllutzvQZv369RozZow8Ho9mz56tzZs3a8yYMdq7d2+L2sSaO++8UytWrNCHH34Y9HkoxL40Gvrb9uDxeHT66afrkUce0bRp03TRRRfpkUce0UcffRRos3r1ao0dO1Zms1mXX365vv76a40dO1ZVVVUtahML9uzZo9GjR+vbb7/V7NmzdfbZZ+uJJ57Q+eefH9Tuhz/8of70pz9p5syZGjFihH7wgx/oqaeeanEbRK9YyRWMKyKHcUX4Ma7ogHGFgRbbuHGjYTKZjLfffjuw7OmnnzasVqtRUVER0dgOV15eHvS4trbWSEtLMx577LHAsl/+8pdGz549Da/XG1g2ZswY45JLLunQWI9m3rx5xrRp04x58+YZubm5Qev+9Kc/GXa73aiqqgos++EPf2iMHTs2ApH+165duwybzWb8/ve/D1peXV0d+P+33nrLkGRs3rw5sOyWW24xevToYfj9/g6N91BvvvmmIcnYu3dvYNnixYsNSUZRUZFhGIaxevVqQ5Lx0UcfBdo88sgjRnJyslFTU9NhsZaVlRmNjY2GYRhGenq68cQTTxzR5vrrrzcGDBgQaOfz+YwhQ4YYc+bMaVGb9lZVVWV4PB7DMAxj8ODBxi9/+csj2hz++/V6vUZ+fr5x1113BZbNmzfPyM7ONurq6gLLzjjjDOOss84KW+wITSzlivZw+Pd1165dhiTjX//6V2DZxRdfbIwfPz7w2OPxGN27dzduv/32FrWJJR9++KFx3HHHGQsXLjQkGdu2bQusC6UvjZb+tj387ne/MzIyMow9e/YELT80N06fPt04/fTTA4/r6uqM7Oxs47e//W2L2sSCv//974bJZDJqa2sDy+bPn29ICvQRn3zyiSHJ+OqrrwJt7rnnHiMrKyuw3xZKG0SvWMoVjCsig3FFx2BcEf5xBTOfWuH999+X3W4PmsZ4wQUXyOv1RkVl/FCHT4O12+1KTk5WbW1tYNnixYs1bdo0JSYmBpadf/75Wrx4cYfG2pQVK1boiSee0LPPPtvk+sWLF2vy5MlKT08PLLvgggu0fPlyuVyuDow02KuvviqTyaSrr746aHlKSkrg/xcvXqyhQ4eqT58+gWUXXHCBioqK9P3333dovIcaMGCALBaL1qxZE1i2atUqdevWLTAtc/HixcrOztbEiRMDbS644ALV1tbqs88+67BYs7OzZTabj9lm8eLFmjFjRqBdQkKCzjvvvKDvdyht2lt6erqsVusx2xz++01MTFRqauoRv98zzjhDdrs9sOyCCy7QkiVL1NjYGIbIEapYyhXt4fDva0ZGhhISEo74vh46hd1qtWr69OlH/B6baxMr9u3bpyuuuEIvvPCC0tLSjlgfSl8aLf1te3j++ed18cUXH3F63MHc6PP59OGHHwbN/LHb7TrrrLMC//6htIkVgwcPlslk0tdffx1YtmrVKvXq1SuwX7N48WIVFhZqxIgRgTYXXHCBKioqAkeiQ2mD6BVLuYJxRWQwrugYjCvCP66g+NQK27dvV25uriyW/14yKycnRzabTdu3b49obM15+eWXtWfPHk2bNi2wbPv27UdcS6N79+6qqKhQdXV1BKLcz+l0atasWXrqqaeOeh2Ho8UuSTt27OiQOJvy3XffaciQIVq+fLkuueQS/fCHP9TDDz+s+vr6QJtjxR7J71G/fv20aNEi/eQnP9GYMWN0wgkn6JVXXtGyZcuUlJQUiC8/P18mkymqYm/K0T7nnTt3yu/3h9wmGrz11lvasGGDpk+fHlh2tNi9Xq9KSkoiECUOiuVc0R4eeeQR2Ww2nXrqqdKBqdyVlZVNfl8Pfh6htIkVhmFo9uzZmj17tk4++eQm24TSl8ZSf3ssHo9HmzZt0vDhw3XfffdpxowZuvrqq7V06dJAm9LSUtXX1x/z3z+UNrHihBNO0FtvvaWZM2dq3LhxGjx4sBYvXqwlS5YoIWH/Lnoo+wrRuj+B0MRyrmBc0TEYV0QPxhVtQ/GpFbxeb1A18CC73S6v1xuRmELxxRdf6LrrrtOdd94ZdNGwpt7PwQtdRvL9XH311TrrrLN0zjnnHLVNtMZeV1enLVu26LbbbtP5558fOL/5tNNOk8/nC8QXjbG7XC7NnTtXxx9/vG699VbdeuutamhoCLr2QFOxWywWJSYmRtVvwDAMNTQ0NPk5H1wXSpto8N133+nyyy/XzTffrEmTJgWWR+v3CLGbK9rDm2++qbvvvlt/+MMflJeXJx3yfWzq+3pwXShtYsUjjzyiffv26c477zxqm1D60ljpb5tz8FpXd9xxh/bu3aurr75aBQUFOvPMM/XCCy9InfA7UlZWprlz5+rEE0/UL37xC916662qrKzUvHnzAm1C6ePJA7EtVnMF44qOw7giOjCuaPu/BXe7a4XMzExVVFQELfP7/XI6ncrMzIxYXMeyatUqnXXWWbr66quP2BFu6v2Ul5fLbDY3eZpARygvL9c///lPjR8/PnAXnB07dqiyslKnnXaa5s6dq6lTpx41dh14X5GSlZWliooKrVq1Sj179pQkDR06VMOHD9fnn3+uk08+WZmZmdqzZ0/Q86Ih9qefflqbNm1ScXFxoPMZNWqUBg0apDlz5mjKlClNfu7V1dVqaGiIqt+AyWRSRkZGk98Ru90eOOISSptIWr9+vU477TRdeOGFeuSRR4LWRetvALGZK9rDokWLAkdlZ8+eHVielpamhISEJr+vBz+PUNrEij//+c9KSkoKXFS1srJSkvTjH/9Yl1xyiW644YaQ+tJY6W+bk5qaKovFopEjR+qxxx6TDly8uLS0VA8++KCuuOKKwPs51r9/KG1ixZNPPql9+/bpyy+/DJwuMXjwYJ100kmaM2eOTjrpJGVmZmrDhg1Bzzu8jw+lDaJXLOYKxhUdi3FFdGBc0fZ/C2Y+tcLw4cNVWlqq4uLiwLLVq1fL7/dH5e3NV69erdNPP12XX365Hn300SPWDx8+XKtWrQpatmrVKg0aNCjofO2OlJaWpvfff1933323br/9dt1+++2aNGmSkpOTdfvtt2vw4MHHjD09PV29evWKSOySNGLECJnNZhUUFASW9ejRQzpwDRAdiP2bb74JOn921apVMpvNGjJkSASi3m/v3r3Kzc0Nqnof/CxLS0ulA7Fv3749MJjSgdgProsmR/uOHBpnKG0iZcOGDZoyZYrOPvtsPfPMM0FTknWM2AsLC484txsdK9ZyRXt47733dMEFF2jevHm66aabgtZZrVYNGjTomL+1UNrEihdeeEGPPfZYIIf96Ec/kiRdd911Ov3006UQ+9JY6m+PxWw2a9iwYYGB00E9evQI5MWDuftY//6htIkVe/fuVX5+ftB1OprKtxs2bFBdXV2gzcH3PmzYsJDbIHrFWq5gXNHxGFdED8YVbdQuly3vZOrq6oy8vDzjhhtuMAzDMPx+v3HRRRcZgwYNiujdBJqyZs0aIysry7jpppuO2ub11183rFar8cUXXxiGYRibN282MjMzjYcffrgDI21eU3el+PLLLw2TyRS4m1JZWZnRu3dv48Ybb4xQlPuVl5cbGRkZxl//+tfAsocfftiw2+3Grl27DMMwjB07dhhJSUnGk08+aRgHvlcjR440LrjggojFbRiGsWDBAiMhIcFYunRpYNnvf/97w2KxGJs2bTIMwzCcTqeRnZ0duPtUY2OjcfbZZxujR4+OWNxHuyvF888/bzgcDuObb74xDMMw1q5da6SkpBhPPfVUi9qE09HuSrFhwwYjLy/PuPLKKw2fz9fkcz/44APDZDIZS5YsMQzDMHbv3m1069bN+M1vfhP2uHFssZQr2sPixYsNm81mPPLII0dt89BDDxlZWVnG1q1bDcMwjOXLlxuJiYnGG2+80aI2sWjp0qVH3O0ulL40Gvvb1vrjH/9oFBQUGKWlpYZx4E5NJ554ovHDH/4w0Oauu+4yunXrFsiVS5cuNUwmk/Hee++1qE0seOmll4zExERjxYoVgWX33XefkZSUFHhv+/btM1JTUwN38vN6vcakSZOMU089NfCcUNogesVSrmBcERmMKzoe44rwjCsoPrXSJ598YuTm5hp9+/Y1evToYfTq1SvwBYsmQ4YMMRITE42pU6cG/R2eAG699VbDZrMZI0aMMBwOh3HppZcaDQ0NEYu7KU0lCcMwjMcee8yw2+3G8OHDjfT0dGPq1KlBtx6NlMWLFxs5OTnGsGHDjMGDBxs5OTnG66+/HtTmlVdeMVJSUoyhQ4caXbp0MUaMGHHELagj4eD3YeTIkcagQYOMtLQ045lnnglq8/777xvZ2dlG//79jYKCAqNfv37Ghg0bOjTODRs2BL7TFovF6N+/vzF16lTj7rvvDrTx+/3GT3/608D32263G3PmzAnqdENp094qKioCsScnJxs9e/Y0pk6dGrSDc/LJJxsJCQnGqaeeGvT7PfT9GYZh3HvvvYHYU1NTjfPOO8+or68PW+wIXazkivaQkpJipKamHpFvXn755UCbhoYG49JLLzUcDocxYsQIw2azGbfeemvQdkJpE4uaKj4ZIfal0dDftgefz2dce+21Rnp6ujFu3DgjJyfHmDRpUqAYZRiGUV9fb1x44YVGSkpK4N//zjvvDNpOKG1igd/vN66//nrDZrMZo0ePNvr3729kZWUF/WaMA7dQz8jIMAYNGmR069bNGDRokLF9+/YWt0H0ipVcwbgichhXhB/jiv3COa4wGYZhtH3+VOfk8Xi0evVqWSwWDR8+POguFdHis88+C5qGfVBBQYEGDhwYtKykpESbNm1Sjx49Ijq19Gh27NihoqKioNtwHlReXq5169apS5cuGjBgQETia8rB74jNZlP//v2bvKBkdXW1vvnmG6WlpWnIkCFHTH+MlMrKSm3atElWq1X9+vVTcnLyEW3cbrfWrFmjpKQkDRs2rNnbk7a36upqrVix4ojlubm5Gjp0aNCyXbt2aevWrerVq1dgqvLhQmnTXrxerz7++OMjlqenp2v06NHSgYt5NnVr36be3969e7Vhwwbl5eWpb9++YYwcLRULuaI9LFmypMm7uPTt2/eInLJ9+3YVFRWpX79+gQuSHy6UNrGksrJSX331lU4++WTZbLagdaH0pZHub9vT7t27tW3bNhUUFKh3795NttmyZYuKi4t1/PHHH/XOVKG0iQXl5eXavHmzbDabjj/++Cb3FWpra/X111/L4XDohBNOCNw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",
"text/plain": [
"<Figure size 1200x700 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Scatter for physically-coupled pairs (step_length/delta_e/edep) — the\n",
"# joint-structure check correlation matrices alone can't fully capture.\n",
"_ = plot_pairwise(samples, n_sample=10000)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "8c6e5d81",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 500x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# cos(angle) between post_dir and travel_dir — coupled through the\n",
"# scattering physics, so this is another joint-structure check.\n",
"_ = plot_direction_alignment(samples)"
]
},
{
"cell_type": "markdown",
"id": "6aed1234",
"metadata": {},
"source": [
"## Tier 3: physical constraints"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "2fb6c511",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 2000x350 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Unit-norm direction vectors, non-negative step_length/delta_e/edep — the\n",
"# unconstrained MLP has nothing enforcing these, so any violation here is a\n",
"# pure generation artifact rather than a real-data property.\n",
"_ = plot_constraint_violations(samples)"
]
},
{
"cell_type": "markdown",
"id": "0a0446d6",
"metadata": {},
"source": [
"## Tier 4: event-level (shower) observables\n",
"\n",
"Everything above is a **step-level** check: one row in, one row out, compared in the local frame (`pre_dir = ẑ`). This section aggregates those same rows **per `event_id`**, reconstructed into world-frame physical units (mm, MeV), to check the shower-level quantities that actually matter physically: total deposited energy, longitudinal/transverse shower profiles, and shower-max depth (see `diffusion-model-tutorial.md` §7.2).\n",
"\n",
"**Caveat:** this re-aggregates one-step-ahead generations — each row is generated conditioned on the *real* preceding state, then grouped by event — not a full autoregressive shower rollout. It won't surface covariate-shift failures that only appear under true rollout, only how well one-step generation reconstructs aggregate shower structure when fed real conditioning throughout.\n",
"\n",
"`compute_event_observables_pl` streams the full file directly (two polars passes, no `SampleCollection`) rather than reusing `samples` above — per-event sums would be silently corrupted by `sample_frac`-style row subsampling, since a partially-sampled event no longer sums to the true per-event total."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d9a6c47b",
"metadata": {},
"outputs": [],
"source": [
"from giant.analysis import compute_event_observables_pl\n",
"from giant.analysis import plot_total_energy, plot_total_length\n",
"from giant.analysis import plot_mean_energy_per_step, plot_mean_length_per_step\n",
"from giant.analysis import plot_longitudinal_profile\n",
"from giant.analysis import plot_transverse_profile, plot_shower_max_depth\n",
"\n",
"# Full file, not `samples` — see the markdown cell above for why.\n",
"obs = compute_event_observables_pl(FILE)"
]
},
{
"cell_type": "markdown",
"id": "078d4844",
"metadata": {},
"source": [
"### Total deposited energy per event\n",
"\n",
"`sum(edep)` grouped by `event_id`, real vs. generated, with the resolution (σ/μ) for each annotated in the legend."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "0e5d3f74",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_ = plot_total_energy(obs)"
]
},
{
"cell_type": "markdown",
"id": "8c63c999",
"metadata": {},
"source": [
"### Total length traveled per event\n",
"\n",
"`sum(step_length)` grouped by `event_id` — total path length traveled by every track in the shower, real vs. generated (not the same as the depth of any single point, since tracks scatter)."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d6561b73",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_ = plot_total_length(obs)"
]
},
{
"cell_type": "markdown",
"id": "dab935fd",
"metadata": {},
"source": [
"### Mean deposited energy per step, per event\n",
"\n",
"`total_edep / n_steps` grouped by `event_id` — the per-event mean, as opposed to the per-event total above, so a difference here points at the typical step's energy deposit rather than at how many steps the event happened to have."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e761bdc2",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_ = plot_mean_energy_per_step(obs)"
]
},
{
"cell_type": "markdown",
"id": "d6b6ae02",
"metadata": {},
"source": [
"### Mean step length per step, per event\n",
"\n",
"`total_length / n_steps` grouped by `event_id` — the per-event mean step length, as opposed to the per-event total above."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "79b08c5a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_ = plot_mean_length_per_step(obs)"
]
},
{
"cell_type": "markdown",
"id": "cf3ea615",
"metadata": {},
"source": [
"### Longitudinal profile\n",
"\n",
"Mean deposited energy per event, binned by depth along the shower axis (the `pre_dir` of each event's highest-`pre_E` row), with the event-to-event RMS as error bars — the classic `E_dep(depth)` profile."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a94c6034",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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LFIsQQghRkYqmhkydHhKWpTblRW3atOHTTz/l5s2bLF++nMzMTIYOHUpAQIB+h2FjrFu3jmbNmvH666/z3HPPcf588cW6Z8+eJSoqSv84ePAgzz33HIcOHdL3WbVqFR9//LFBv8uXL5tyaUIIIYQQJSrXwg5bW1tGjhzJyJEj2bhxI0888QTvvfce7777rlGvd3R0ZNOmTdjb2xvsgHyn//3vfwbPv/jiC1atWsWTTz5p0N62bVs+//zzclyNEEIIIUTpTBppKpKSksKCBQvo2LEjgwcPpm7dusWSnLt58MEHy1xUa9GiRQwePLjYOqq4uDgWL17MmjVruHbtWpnOKYQQQghxL2VOmhRFYceOHYwbN466desyY8YMWrVqxV9//cWpU6d48cUXKyZS4MiRIxw9epRJkyYVO3bjxg127tzJl19+SVBQEB999NFdz5WTk0NqaqrBQwghhBCiNGWanps7dy5Llizh8uXLdOrUiU8//ZRRo0bh5ORUcRHeYdGiRfj7+9O3b1+D9okTJ/LFF1/oF6F///33jB8/nrCwsGKbCBaZN28ec+bMqZS4hRBCCFH9lWmk6dNPP2Xo0KGcPHmSAwcOMHHixEpLmLKzs/nhhx+YMGECarVh2O3btze4a++JJ57Ay8uLLVu2lHq+mTNnkpKSon/IlJ4QQggh7qZMI003btzAxsam4qK5izVr1pCamsrTTz9tVH8bGxuSk5NLPW5ra4utrVSEFkIIIYRxyjTSdGfCdOnSJd59910mTJigb9u4cSM5OcU3RjWHRYsW0a9fv2J32RUUFHDx4kWDtt27d3Pt2jW6d+9eIbEIIYQQovYxqeTA3r176devHx07dmTHjh0sWrQIgF27dnHx4kWef/55o84TFRXF1q1b9SNCv/76KydPnqRjx4507NhR3+/SpUvs3LmTX375pdg5FEXhkUceoW3btoSEhBAdHc3SpUt58sknGTx4sCmXJ4QQQghRjEklB15++WXmz5/P9u3bDdrHjx/Pl19+afR5UlJSiIqKIjY2ln/9618UFBQQFRXFrVu3DPpFR0czbdo0Bg0aVOwcVlZWHDlyhEGDBpGcnExgYCBbt25l6dKlshmiEEIIIczGpJGmyMhIRo8eDYUl4YsEBgaWqRJ3p06d6NSp0z379ezZk549e5Z63MrKihEjRjBixAij31sIIYQQoixMSpocHBxISEjA0dHRoP3o0aP4+PiYKzZRFaTForp9gxCVLhlWxR4HKw04++oeQgghRC1hUtI0bNgwZsyYYTAFFhERwaRJkxg+fLi5YxSWFL4E+13vs6noRsPFhX/2eBV6zbRgYEIIIUTlMmlN0wcffEBCQgIeHh5otVq8vLxo3749vr6+zJ071/xRCstpP56scZv0T7PGbYLJu6D9eIuGJYQQQlQ2k0aaXFxc2LlzJ3v27CE8PBytVktoaCg9e/aUxdc1jbMvispe/1TxaQVOrhYNSQghhLAEk5KmImFhYYSFhZkvGiEqgqzLEkIIYQZlSpref/99o/q9+uqrpsYjhPnJuiwhhBBmUKakaebMmbi7u2Nvb3/XfpI0iSql/XiyAsKwXzYQCtdl2ds7ySiTEEKIMilT0tShQweioqIYNmwYEyZMoHPnzhUXmRDmIuuyhBBCmEGZ7p47dOgQe/fuxd7enoEDBxISEsJHH31EQkJCxUUohBBCCFEFlLnkQOvWrfn000+5efMms2bNYtOmTfj7+/PYY49VTIRCCCGEEFWAyXfP2draMnz4cJycnEhNTeXXX381b2RCCCGEEFWIScUtz507x6uvvoq/vz/Tp09n6NChXL161fzRCSGEEEJUEWUaaVqyZAmLFy8mIiKCRx55hBUrVtCrVy8paCmEEEKIGq9MSdPTTz9NYGAg06ZNw83NjUOHDnHo0KFi/aTkgBBCCCFqmjIlTYGBgQCsWrXqrv0kaRJCCCFETVOmpOnKlSsVF4kQQgghRBVm0kJwIYQQQojaxuikqUmTJkaftCx9hRBCCCGqA6On5y5evMiBAweM7iuEEEIIUZOUaU1Tly5dKi4SIYQQQogqzOikKS0trWIjEUIIIYSowoxOmpycnCo2EiGEEEKIKkzunhNCCCGEMIIkTUIIIYQQRpCkSQghhBDCCGW6e64i5OXlsW7dOqKiohg3bpx+q5Yiv//+OxEREQZt3t7eTJ482aAtLS2NtWvXEhcXR6tWrejbt2+lxC8EQHxqNvFpOcXavZ1t8Xaxs0hMQgghzMvkpOncuXMcOHCApKSkYsemT59u1DlWrlzJK6+8QvPmzdmyZQvdu3cvljStW7eOXbt28eijj+rbcnIMP5yuX79O9+7d8fb25r777uOjjz6iW7du/PTTT6hUKlMvUQijrTgYzSfbzhdrf/6BIF7o09QiMQkhhDAvk5Kmb775hqlTp+Lj40OdOnWKHTc2aQoICODgwYMUFBTg7+9far+QkBDeeeedUo+/8soreHl5sW/fPqytrZk+fTohISGsWbOGxx57zMirEpZUoFXYX9CCeNxwvZJMWLALGnX1SXjHdAogLMiTxxbsB2D1lC7YWWvwdra1dGhCCCHMxKSk6Z133uHbb7/lqaeeKtebd+vWDQpHiu7m2rVrfPTRR7i6utK1a1datGihP1ZQUMDatWt5//33sba2BqBZs2aEhYWxevVqSZqqgc0nY5i97iRxeW/oGpafpK7rBWYPDqZfy7qWDs8o3i52ONn9/d8p2M8FBxuLz34LIYQwI5MWgicnJzNixAjzR1OKnJwcrly5wm+//Ubbtm1566239Meio6PJzMykaVPDKZCmTZsSFRV113OmpqYaPETl23wyhqnLjxCXlmvQHpuSzdTlR9h8MsZisQkhhBB3MilpCg0N5ciRI+aPpgTPPfccx44d49NPP2XNmjX8+OOPzJkzh3379gGQnp4OgKurq8Hr3Nzc9MdKMm/ePFxdXfWPu00PiopRoFWYs+E0SgnHitrmbDhNgbakHkIIIUTlMmn+oH///owaNYpXXnmFJk2aFFts3a9fP3PFR0hIiMHzhx9+mLp167Jjxw66deuGo6MjQLGRopSUFP2xksycOZMXX3xR/zw1NVUSp0p26HISMSnZpR5XgJiUbA5dTqJLY49KjU0IIYT4J5OSptdeew2AF154ocTj+fn55YvqHtRqtX4UKSAgAHt7ey5cuMBDDz2k73P+/HmaNWtW6jlsbW2xtZVFupYUn1Z6wmRKPyGEEKIimTQ9l5+ff9eHuRQUFBAZGWnQ9ttvv3Hjxg169uwJgJWVFYMHD2bZsmX697548SK7d+9m2LBhZotFmJ+bg7VR/bydpc6REEIIy7Po7T2RkZGsX79eP7W2bNky9u7dy/3338/999+PoihMmjQJHx8fQkJCiI6OZs2aNTz//PMGU4D/+c9/6NatG7169aJDhw6sXr2afv36VepidVE22XkFfLvnslF9D1xKpEODOlhppIC9EEIIyzE6aVq9ejUAjz32mP7r0hh7m39BQQHZ2dnY2Njw+uuvA5Cdna0fMbKysuLAgQNs2bKFo0eP0rBhQ1577bVi65waNGjAyZMn+fnnn4mLi+PTTz9lyJAhqNXyIVsVZeUWMOn7cPZeuIWNRk1ugRbVHYu/AYPnn2w7z94Lt/h4ZFv83R0sFLUQQojaTqUoilG3Jrm5uUFhuYGir0uTnJxsnugqUWpqKq6urqSkpODi4mLpcKqUzPQUHP4boPv6pWgcnFzv+ZpSz5Wbz4Sl4ey/lIiDjYal4zuSlJGjq9N0R9mBuq52zB4cTHaeljfWniQtJx8nWyvmDAlhWGi9Mld6N+c13O3agt/8A4DTb/eVOk1CCFFNGJsDGP1T/c5EqDomRcLyMnLyGb/0MIcuJ+Fka8XS8R1o38AdgG4B9pz8sJ+uIvjIrwkLDtBXBL8vsA4v/nSMw1du8++fj7P9bDzvPdwKVyPXRAkhhBDmIPNXolKk5+Tz5OJDHLqchLOtFd9P6KhPmAA0ahVdNGcYqtlPxwZuBluo+Ls7sGpyF156qClWahWbImPo98lu/rp4y0JXI4QQojYyOWk6fPgwY8aMITQ0lNDQUMaOHUt4eLh5oxM1Qmp2Hk8sOkj41ds421mxbGInQgOK71l4Nxq1imd7B7FmalcaejoSk5LNmG8PMu/3M+TmayssdiGEEKKISUnTsmXL6Ny5MykpKQwdOpShQ4eSnJxM586dWbFihfmjFNVWSlYeTyw6xJHoZFztrflhYmfa+t99TdzdtPF3Y+Nz3Xm8oz+KAl/vusQjX+7jQnyaWeMWQggh/smklaqzZs3iq6++YvLkyQbtCxcuZNasWYwZM8Zc8YlqLCUzj3GLDxJ5PQU3B2uWT+hEy3rlX4DtaGvFvGGt6dHUm5m/RHLqZiqDPtvL6wNaMLZzYJkXiZtFWiyq2zcIUenKKKhij4OVBpx9dQ8hhBDVnkkjTUlJSYwaNapY+8iRI0lMTDRHXKKau52Ry+hvDxB5PQV3Rxt+mNjZLAnTnfq19GXz9PsJC/LU3WW37hQTvgvnVnqOWd/HKOFLsF/cm022r7PJ9nXsF/eGhT0gfEnlxyKEEKJCmJQ0tWnThj179hRr37NnD23atDFHXKIaS8rIZfS3Bzl1MxUPRxtWTupMsF/FlHHwcbHju/EdeWNQMDZWarZHxdPv493siIqvkPcrVfvxZI3bpH+aNW4TTN4F7cdXbhxCCCEqjNHTc5s3b9Z/PWDAAB5//HGmTJlChw4dUBSF8PBwFixYwMyZMysqVlEN3ErPYey3B4mKTcPTyZaVkzoR5ONcoe+pVquY0L0h3Zp48PzKY5yNS2P80sOM6xzIawNaYG+joUCrsL+gha6kwZVkwoJdDO7QKzdnXxSVvf6p4tMKKqAWlBBCCMsxurillZXxy58qesPeiiDFLUtnbGHIhLQcRn9zgPPx6Xg72/LDpM408Xa6+8mTr0FmIllZ6dgvGwiFozT29oWvc/AAN3+jY83OK+CDzWdZvE+3tqiJtxMj2tdn0Z5LJRbP7NeyrtHnvpfKKKAphBDC/Mxe3LI6JkKi8sSnZvP4Nwe4mJCBj4stKyd1ppGXEQnT5/dBfg72dzQXJU8AWNnCsxFGJ0521hreHBxMz2Ze/Pvn41yIT+e936KK9YtNyWbq8iN8NTbUrImTEEKImkuKW4pyi03JZtRCXcJU19WOHyd3uXfCBJCZCPn3WLSdn6PrV0b3N/Xit2lh2FqV/E+8aHh1zobTFGiNGmwVQghRy0nSJMolJiWLUQv3c+lWBvXc7PlxchcaeDpaOiwALsSnk3OXwpcKEJOSzaHLSZUalxBCiOpJdhQVJruRnMXjCw8QnZRJ/Tr2rJzUGX93B0uHpReflm3WfkIIIWo3SZqESa4lZfL4Nwe4fjuLAHcHVk7uTD03eyNeWXm8ne3M2k8IIUTtZtL03FtvvWX+SESVVXS7/rqCLhy6kszlhAxGLdQlTA08HPjxmaqXMAF0bOhOXVc77lZYoK6rHR0but+lhxBCCKFjUtL0/vvvk5eXZ/5oRJWz+WQMD352mMfz3uD5vOd4avlJHvhoJzeSs2jk6ciPz3ShrqsJCZOiwKGvjeu74z1IL3uxSo1axezBwQClJk7PPxBk3npNQgghaiyTkqZ27dqxd+9e80cjqpTNJ2OYuvyIQX0jgKKbzZ65vxE+LiZMbWkLYON0OPaDcf3P/wGftYeDC6GgbKUv+rWsy1djQ/F2tjFotypMlNYduyl3zwkhhDCKSWuahg4dyqhRo3jhhRcIDg7GxsbwA6lfv37mik9YSIFWYc6G09wtnfh423kea+9ftpGa/Fz4ZRKcXqsb/1FrQHuXREhjAx6NIf4M/D4Djn4PAz8C/45Gv2W/lnXpFmDPyQ/76SqCj/yael7uDP1iH/svJbJg10X+1auJ8dcghBCiVjIpaZo1a5bBn/8khTCrv0OXk4hJuftdZUW363dp7GHcSXMz4MexcHE7qK3h0W+h3n33rgju4gcRS2Db2xB7Ahb1gXZj4cE54Ohp1Ftr1Cq6aM4AkNnADQcnZ94e2pKXfj7OR1vO0bmRO/cFytomIYQQpTNpei4/P/+uD1H9mf12/cwk+P5hXcJk7QhjfoKQh3WVvv3a6vZqK6T4tAK/trqHm79uNKrDRF1l8LZjdZ2OLofP7oPDi3TTfSZ4NLQeD7f1o0CrMG3lMVKyZJ2eEEKI0klxS1Eis96unxYLSwfC9UNg5wZPrIPGvcselJMXPPwFPP0H+LSC7GTY9CJ8+wDciCjz6VQqFXMfbkmghwM3krN47ZcTGLkVoxBCiFrI5KTp0qVLvPvuu0yYMEHftnHjRnJy7rEthqgW7nW7vsrY2/WTLsGihyD+NDj5wvjfwb9D+YIL6AyTd0L/D8DWBW4ehW8egA3TdSNaZeBsZ82no9phpVax6UQMqw5fK19sQgghaiyTkqa9e/fSunVrtm3bxuLFi/Xtu3btYsGCBeaMT1hI0e36JY27FCVSswcH330ReNwpWNwPkq9CnYYw4Q/wCTZTgFbQ6Rl4Nhxaj9JtihKxRDdlF/EdaEvfPuWf2vi7MaNvMwDmbDjF+bg088QohBCiRjEpaXr55ZeZP38+27dvN2gfP348X375pbliExbWr2VdejX3Ktbu62rHV2ND6deybukvjj4IS/pDehz4tNRNqdVpYP4gnX1g2Nfw1G/gHQxZSbBhmm6x+M1jkHwNbh5DFXdC/xJV3AndsaLjwKSwRoQFeZKdp+W5lUfJzjNtnZQQQoiay6S75yIjIxk9ejQUrgspEhgYyOXLl80XnbAorVYhKkY36vKS5kf81fG4jvyasOCAu48wXdgKP46DvEzw7wSjfwT7OhUbbINu8MxuOLQQdsyDG+GwsAeoNKAUcGf5zaK79ACwsoVnI1C7+fO/EW0Y8MkeomLTeO+3M7w9tGXFxiyEEKJaMSlpcnBwICEhAUdHw93sjx49io+PT5nOlZWVxY8//khUVBSTJ0+mUaNGxfrs27ePv/76CysrK7p3706HDoZrYtauXcuBAwcM2nx9fZk+fXqZYhGGjl5LJiYlG0cbDRNVv2GnyiOzgdvdE6aTv8Avk0GbB00ehBHfg41j6f3NSWMNXf4FIcPgz1lwcjUo9xgxys+BzERw88fb2Y7/jWjLk4sP8f3+q3Rr4knfEN/KiV0IIUSVZ9L03LBhw5gxYwYZGRn6kaaIiAgmTZrE8OHDjT7Pd999R+PGjVm7di3/+c9/iI6ONjiu1Wrp0qULr776KgkJCVy8eJHevXvz4osvGvTbvHkzmzZtws3NTf9wdnY25dLEHX47EQNAzyB37FRG3I4fvgRWP61LmEKGwaiVlZcw3cmlLjy2CAbNL/NLezT1YvL9usT95dWR3EzOqoAAhRBCVEcmjTR98MEHDBkyBA8PD7RaLV5eXty6dYuePXsyd+5co88TEhLCqVOnyMjIYN26dcWOq1QqPv74Yzp16qRvGzBgAAMHDmTChAmEhITo25s1a8arr75qyuWIEiiKwu+FSVPfYE+4eNfOsHc+bJuje97+aRjwX119JUvyCzXpZS891IyDlxI5fj2F6T8eY+WkzrI/nRBCCNOSJhcXF3bu3MmePXsIDw9Hq9USGhpKz549DdY43Uv79u0ByMjIKPG4SqUySJgAQkN1H4TXrl0zSJquXLnC22+/jaurK927d+e+++4z5dJEoWPXkrlZODXXvZFb6R0VBba8AX99pnse9hL0ngVl+HdQ1dhYqfn08XYM/HQvhy4n8fn2Czz/YJBFY4pPzSY+rXg5D29nW7xN2f9PCCFEmZmUNBUJCwsjLCzMfNEYYfny5dja2hZLimxtbcnOzubixYu8/PLLPPfcc/z3v/8t9Tw5OTkGNaVSU1MrNO7q5veTsQD0buGDnXUpI0YF+bDxeV11boCH3oWuz1ZilBUn0MORdx5uyfQfj/HJtnN0aexx75pUFWjFwWg+2Xa+WPvzDwTxQp+mFolJCCFqG5OTpsOHD/Pxxx9z5oxuP6/g4GCmT5+uHz2qCHv37mXWrFnMmzcPL6+/b4V/6aWXaNLk7w1XR48eTb9+/Rg0aBA9e/Ys8Vzz5s1jzpw5FRZrdaYoCpsidVNzA1uVshA6PwfWTIAzG0ClhiGf6faDq0EeblePPedvsebIdaavOspvz4fh5mBjxCvNb0ynAMKCPHlswX4AVk/pgp21Bm9nW4vEI4QQtZFJC8GXLVtG586dSUlJYejQoQwdOpTk5GQ6d+7MihUrzB9lYZI2aNAgpk2bxgsvvGBw7M6ECaBv377Uq1eP3bt3l3q+mTNnkpKSon9cuyaVoIucuJHCjeQsGlnfpqdLTPEaR1f/0hWtPLMBNDYwYlmNS5iKvD00hIaejtxMyeaVNZEW22bF28WOYD8X/fNgPxda1nOVqTkhhKhEJo00zZo1i6+++orJkycbtC9cuJBZs2YxZswYc8UHhXfmPfTQQ0yYMIEPPvjAqNcUFBSQnV36ZrK2trbY2lb/39IrYq3LphMx+HGLP6xewnpxrsExgxpHAEO/ghaDTHqfCufgoavDlH+PrX2u7NVtDlwCR1srPnu8HY98uY8/TsWx4mA0YzsHVky8QgghqjSTRpqSkpIYNWpUsfaRI0eSmJhojrj0jhw5Qp8+fZgwYQL/+9//ih3Pz88vVqNpzZo1xMbG8sADD5g1lqpoxcFoBn22t9hjxcFoI15dnO6uuVjqqNKwVnLv/QLPJvfuYylu/vBsBEzeRda4TfrmrHGbYPIuCH1S17Btjq6CeSla1nPllX7NAZi78TRnY2WbFSGEqI1MGmlq06YNe/bsYeBAw1GHPXv20KZNG6PPExERwc8//0xamu5DaOHChWzevJkHH3yQBx98kIyMDPr06YO1tTVWVlYGJQUeffRROnTogEql4tVXX0WtVhMSEkJ0dDR//PEHr7/+eq1Imsy91uXUzVSikzIJtTZ5L+eqxc0f3PxR0lP0TYpPK3ByhUEfQ9ZtOLMefhwDk3bo+pdgQveG7Ltwix1nE3j2hyOsf7Y79jYWLqkghBCiUpmUNA0YMIDHH3+cKVOm0KFDBxRFITw8nAULFjBz5kw2b96s79uvX79Sz2NjY6MvRjlv3jx9u52dblpJrVYzY8aMEl9bNLWm0WjYuXMnf/31F0ePHqVLly7Mnz+/xMriNZG3ix1Odn9/G4P9XHCwMf2myE2FtZnaB9aB62YJsepSq+GRBZB0GeJOwKrHdXvklVCQU6VS8eHwNvT/ZA/n49OZu+k07z3SyiJhCyGEsAyTPl3ffPNNAD766KNix9544w2D5/n5+aWep1WrVrRqVfoHj729vdEFK7t27UrXrl2N6itKdmdBy+5BnjU/aQJdgvT4D/BNb4g9AWunwmNLdQnVP3g62fLxyLaMXXSQHw5GE9bEk/6t7rJpsRBCiBrFpDmY/Px8ox+i+jgdk8qVxExsrdR0aGC5mkSVzi0ARi4HtTWcXge7S7/ZoFsTT6b0aAzAK2siuX47sxIDFUIIYUk1ZOGKMIffT+gKWvZs5oV9aQUta6qAzjD4Y93XO+fBqV9L7fpin6a0C3AjNTuf6auOkV+grbw4hRBCWIwkTQIKp+aKNugdUFunnNqNhc7/0n3961SIOV5iN2uNmk9HtcPZ1orwq7f5tIRK3UIIIWoeSZoEAGfj0rh0KwMbKzUPtPD5u8bR3VjZ6vrVJH3ehiYPQn4WrBwN6fEldvN3d+C9Ybr1eJ/tuMD+i+YttSGEEKLqkaRJAPBb4bYpPZp64WRrpbv1/slNxfrpaxxN3qWrgVTKLfrVlsYKHl0EHkGQeh1WjSm1OObgNn6MbO+PosD0H49yKz2X/QUtWFfQhUNXkinQmrF6eFosqtjjhKguE6K6jCr2ONw8Bmmx5nsPIYQQd2XS3XO+vr7Expb8w/pux0TV9VvhBr0D7txr7uo+AArqd0Rz/RDcWeOoJrN3g9E/wje94Poh2DAdHv4SVKpiXWcPCSb8ahIXEzLo8/lhcvIL7x5dfpK6rheYPTiYfi3NMN0ZvgT7Xe+zqWjwb3Hhnz1ehV4zy39+IYQQ92TSSFNcXFyJ7Xl5eSQlJZU3JlHJzsWlcSE+HRtN4dQcgKLA8VUA5AcPs2yAluDRGIYvBZUGjv8A+z8vsZuDjRWjOgQAkJNvOLIUm5LN1OVH2HwypvzxtB9fclXz9uPLf24hhBBGKdNI09q1a0v8GkCr1XLgwAEaN25svuhEpdhUODUXFuSJi521rjE2EhLOgMaWgqYD4U/j6mXVKI17Q9/3YPMrsOVN8GoOQX0MuhRoFRbvu1ziyxVABczZcJo+wb5o1MVHqozm7Iuisv/73LVhxE8IIaqYMiVNY8eOLfFrAGtraxo0aMCnn35qvuhEpfj9ZAl3zR3/Ufdns/5gV4s/nDs9A/Gn4ch3sPppmLgVvJrpDx+6nERMSukbQytATEo2hy4n0aVxDVs0L4QQtUyZkqb09HQAGjRowJUrVyoqJlEWabGobt8gRKUb7VDFHgcrDTj76h73cCE+jXNx6VhrVDwYXDg1V5APJ37Wfd2m+MbMtYpKBQP+C4kXdGu8fhgJk7aDg674Z3xa6QnTnYztJ4QQouoyaSG4JExVSDkXCP9WWNCyexNPXO0Lp+Yu7YSMeF05gSYPQlYtr3ptZQMjvtctDL99GX5+CsauAY013s52Rp3C2H5CCCGqLpN3dj137hwHDhwoceH39OnTyxuXMFb78WQFhGG/bCAULhC2t3cyapQJ0Be0NNhD7fhK3Z8tHwWNdQUEXQ05esKolbDoIbi8C/54DQZ8SMeG7tR1tSM2JZuSCgyoAF9XOzo2rEXb0gghRA1lUtL0zTffMHXqVHx8fKhTp06x45I0VaJyLBC+mJBOVGwaVmoVDxVNzeWkQVThXVqta/nU3D/5toRHv9HVbjq0ELxboGn/NLMHBzN1+RFUhWuY7qQAswcHl28RuBBCiCrBpKTpnXfe4dtvv+Wpp54yf0Si0vxeOMrUrYknbg42usbT63XVsD2CoF6oZQOsipoPhN6zYPtc+G0GeATRr2UYX40NZfa6k8Sl5RZ7SU6+7E0nhBA1gUl1mpKTkxkxYoT5oxGVqmg9k0FBy0hdbSbajCyxmKMAwv4NLR8DbT789AQkXaZfy7psfa4DK63n8on1Zywd25JpDzQB4I21J4lJybJ01EIIIcrJpKQpNDSUI0eOmD8aUWmu3MrgdEwqGrWKh4ILk6aU63B5j+7rVpIUl0qlgqGfg187yEqCVaMhJw2NWkUXzRmGavbTsYEbz/UOok19V1Kz83l5dSRac26rIoQQotKZND3Xv39/Ro0axSuvvEKTJk1Q/WNEol+/fuaKT1SQ3wprM3Vt7EEdx8KpucifdKtwArtBnUDLBljVWdvDqB9gYS9dHacVI1CF/X23oiruBNb2TnzeW8MTK5PYcx6+33+Fp7o1tGjYQgghTGdS0vTaa68B8MILL5R4PD8/v3xRiQpXdNecvqClokBkYUHL2l6byVgufjBoPqx6HKL/wn7FYP2horsZ/YGt1jaE5f2Xeb9H0T3IkybezhYMWgghhKlMmp7Lz8+/60NUbdGJmZy8UTQ1V3jXXMxxSIgCKzsIHmrpEKsPF797dtFoc3mggRU5+Vqm/3iMXFkYLoQQ1ZJJSZOo3oqm5jo3csfDqbAqZqRsm1KRpj8QhJuDNSdvpPLZ9vOWDkcIIYQJTE6aLl26xLvvvsuECRP0bRs3biQnJ8dcsYkKoi9o2bJwau7ObVOkNlOF8HC04b1HWgHwxY4LRFy9bemQhBBClJFJSdPevXtp3bo127ZtY/Hixfr2Xbt2sWDBAnPGJ8zsWlImkddTUKugX8vCu+YuboeMBHDwhCYPWDrEGmtAq7oMa1cPrQIv/nSMjByZyhZCiOrEpKTp5ZdfZv78+Wzfvt2gffz48Xz55Zfmik1UgN8Lp+Y6NfTAUz81V1ibqdVjsm1KBXtraAj13Oy5mpjJO5vOWDocIYQQZWBS0hQZGcno0aMBDMoNBAYGcvnyZfNFJ8yuWEHL7NQ7tk0ZacHIagcXO2s+HN4agJWHotl2Js7SIQkhhDCSSUmTg4MDCQkJxdqPHj2Kj4+POeISFeBGchbHriWjUkHfoqm5M+shPxs8m+qKNYoK17WxJxO76+o1vbLmBInpsg5QCCGqA5OSpmHDhjFjxgwyMjL0I00RERFMmjSJ4cOHl+lct2/f5uOPP2bKlCmcO3euxD43btxg3rx5TJ8+nUWLFpGbW3x/L2P61HZFe811aOCOt7OdrvF44dRca9k2xSQOHmBle49OKrA33Nj6pb7NaOrjxK30HGb+cgJFkWrhQghR1ZmUNH3wwQckJCTg4eGBVqvFy8uL9u3b4+vry9y5c40+z1dffUXLli05cuQIX3/9NTdv3izWJyoqilatWrF//368vLz48MMPefDBBw3qQRnTR/x919zAooKWydfgSuG2Ka1l2xSTuPnDsxEweRdZ4zbpm7PGbYIRy8HKXldl/ehyg5fZWWuYP7It1hoVf56OY3XEdQsEL4QQoixMqgju4uLCzp072bNnD+Hh4Wi1WkJDQ+nZs2exLVXu5v777+fChQskJiaybNmyEvu88sortGnThnXr1qFSqRg/fjwNGzZk+fLlPPXUU0b3qe1uJmdxJFo3Nae/a+7ET7o/G4SBW4BF46vW3PzBzR8lPUXfpPi0AidXKPgc1kyA3R9CQCdo8qC+T4ifKy/2acZ/NkcxZ8NpOjfywN/dwUIXIYQQ4l5MGmmaP38+sbGxhIWF8cILL/Dvf/+bXr16lSlhAggJCcHe3r7U43l5eWzevJnHH39cf24/Pz969erF+vXrje4jYPNJ3QLw9oF18HGx022bcrywoKUsAK84rR6D9k/rRpt+mQwpNwwOT76/ER0a1CE9J59//3ScAtnUVwghqiyTkqaPPvqI+vXr07dvX5YtW0Z6err5IwOuXr1Kbm4uDRsabnLasGFDLly4YHSfkuTk5JCammrwqMmKFbSMOQa3zsq2KZWh7zzwbQ2ZibD6aSjI0x/SqFV8NKItjjYaDl1J4ps9lywWZnxqNidvpBR7xKdmWywmIYSoSkxKmq5evcqWLVvw9/dn2rRp+Pj4MGbMGH7//XezriPKysoCwNnZcINTFxcXMjMzje5Tknnz5uHq6qp/+Pv7my3uqiY2JZvwwgrU/YtKDRQtAG82AOxcLBid7sM6KiZN/zwqJq1mfVhb28GI78DWBa4dgG1vGxz2d3dg9uAQAP7351lO37RMAr/iYDSDPttb7LHiYLRF4hFCiKrGpKRJrVbTq1cvvv32W2JjY1m2bBnZ2dk88sgj1KtXz2zBubjoPsyTk5MN2m/fvq0/ZkyfksycOZOUlBT949q1a2aLu6rZXFjQMjTAjbqu9rqRjhOrdQfbPG7Z4Ao/rMcsOqh/PmbRwZr3Ye3eCIZ+ofv6r08h6jeDw8Pb16dPsA95BQov/HiM7LyCSg9xTKcAVk/pon++ekoXNj7XnTGdZL2bEEJgjg17bW1t6dSpE126dKFBgwbEx8ebJzLA398fZ2dnTp8+bdB++vRpQkJCjO5TWtwuLi4Gj5rqt5NFBS0Lp+YubofMW+DoBY17WzY4/Yd1V/3z1VO61swP6+Ah0Pn/dF+vnQK3r+oPqVQq5g1rhaeTDWfj0vjfn2crPTxvFzuC/f7+fxDs50LLeq54u9hVeixCCFEVmZw0JScns2jRInr37k1AQAALFixgxIgRnD1rvh/2arWaESNGsGTJEv1UW0REBH/99RejRo0yuk9tFp+azeErSQD0L0qaiqbmWj4GGpNuoDQrbxc7Qu74sA6pyR/WD86Beu0hOwV+fgry/64n5ulky/vDdNXCv917mf0XEy0YqBBCiH8yKWl69NFH8fX1ZebMmQQHB7N3714uXLjA22+/TdOmTY0+z/79+5kyZQozZ86EwgXmU6ZMYePGjfo+8+bNQ1EU2rVrx4gRI3jwwQeZNGkSAwcOLFOf2uqPU7EoCrT1d6Oem73uw7po25Q2ctdcpbOygeFLwM4Nbh6BLW8YHH4w2IfHO/qjKPDSz8dJzc4r9VRCCCEql0nDDLa2tqxZs4a+fftiZWX6SIW7uztt27YFoFu3bvp2X19f/ddeXl4cOXKErVu3EhcXxyuvvMJ9991ncB5j+tRWm/5Z0PL0OijIAc9mULetZYOrrdwC4JGvYeVIOLgAArpAyMP6w7MGBrPvQiLRSZm8tf4UH42Q75MQQlQFJmU8P/zwg1nevFmzZjRr1uye/WxsbBgwYEC5+9Q2CWk5HLqsm5rTF7Qsqs3UZpRsm2JJzfpBt+mw72NY9yz4tgKPxgA42loxf2Qbhi/Yzy9HbvBgC5+/16MJIYSwGJPXNF26dIl3332XCRMm6Ns2btxITo5sPlpV/HEqFq0Cbeq76ipNJ0fD1b26vdBk2xTL6/0GBHSF3DT4+UnIy9Ifui/Qnf/r2QSA1349UXPKLwghRDVmUtK0d+9eWrduzbZt21i8eLG+fdeuXSxYsMCc8Yly0Be0LBqliCzaNqU7uNa3YGQC0C3Cf2wROHhC7AnY/KrB4WkPBBHi50JyZh4zVkfKpr5CCGFhJiVNL7/8MvPnz2f79u0G7ePHj+fLL780V2yiHBLTczhwSXf31YCWdQu3TSm8a65N7bqrsEoXz3Txg0e/0Y3+RSz9e/oUsLFS8/HItthYqdl1LoGVETHsL2jBuoIuHLqSbP4tV9JiUcUeJ0R1mRDVZVSxx+HmMUiLNe/7CCFENWXSmqbIyEhGjx4NhfVligQGBnL58mXzRSdM9sepOLQKtKznQoCHA9yIgMTzum1TWgyxdHiVasXBaBZuO8GZwgoGYxYdJAs7nn8giBf6GH+3Z4Vp3Bt6vAK73oeN08GvLXjp1voF+Tjzar/mvL3xNO9svgQU3m23/CR1XS8we3Aw/Vqaab1T+BLsd73PJtvC50WDyD1ehV4zzfMeQghRjZmUNDk4OJCQkICjo6NB+9GjR/Hx8TFXbKIcfi+sAq5fQFw0gtF8kMW3TalsYzoF8FCQMyzVPV89pSuKtQPezrb3emnl6fEyRO+Hy7vgpydh0jaw0f3/8i2lXlVsSjZTlx/hq7Gh5kmc2o8nKyAM+2W6Uh1Z4zZhb+8Ezr73fKkQQtQGJk3PDRs2jBkzZpCRkaEfaYqIiGDSpEkMHz7c3DGKMkrKyOWvi3dMzRXkwcmibVNq19Qc1aV4ploDj34LTj6QcAY2/RsUhQKtwtxNp0t8SdHk3JwNp80zVefsi+LT6u/z+7TSjXpJ0iSEEGBq0vTBBx+QkJCAh4cHWq0WLy8v2rdvj6+vL3PnzjV/lKJMtpyOpUCrEFzXhQaejnBhK2QmgqM3NOpl6fCKS4uF2Mi/n8dG1s61NE7e8NhiUKnh+Eo4upxDl5OISSl97ZUCxKRk60tLCCGEqDgmTc+5uLiwc+dO9uzZQ3h4OFqtltDQUHr27GmwxklYxqYTumRjYOt/bJvSqmpsm1JM+BLdep4ii/vp/qyNa2kadIfes2Db2/DbS2SHGbcBdnxaFVjULoQQNVy5PkHDwsIICwszXzSi3JKz8vjrwi0A+rf0haxkOPu77mBVnZprPx6a9S/eXlunhbq9AFf3w4UtdA5/ASdmkY7DXV/i7VyFphqFEKKGqoLDDqI8tp9NIl+r0NzXmUZeThDxnW7bFK8W4Nva0uGVzNm39iZIJVGrYdhCWBCGfeoV5jssYXLm/6FQ8ihuXVc7OjZ0r/QwhRCitjG5Iriomv44oxtl0t81F1m0bcpI2TalOnFw123sq7aij3YfYzVbS0mZ4OG29dCo5XsrhBAVTUaaapAUxZH9l5OhKGm6fRWu7tMVTmwl26ZUO/4d4cE58OfrzLFZhkrtTETm3yU97KzVZOdp2Xowmcc7BujqcQkhhKgwJiVNb731Fm+99Zb5oxHlskUbSr5WoamPE028nWDXV7oDDcPA1bgFxaKKCR4CW95AreTzdsGn8M/SUraQrVjzzPd2fP3sw9hZaywUqBBC1HwmTc+9//775OXlmT8aUS6/F3SColEmRYHIom1THrdsYJZWnUsaZCaBor1rFztVHrfiY3hj7UnZn04IISqQSUlTu3bt2Lt3r/mjESYp0CpsK2jLTq1uoXffEF+4cQQSL4CVPbQYbOkQLSt8yd9lDCgsabCwh669hlCr4OeI6/x4+JqlQxFCiBrLpOm5oUOHMmrUKF544QWCg4OxsbExON6vX79SXyvMa/PJGGavO0lc3sv6tqeXHmZV/dUEArQYBLbOlgzR8mpBSYOxnQN55S94c/0pQvxcaVXf1dIhCSFEjWNS0jRr1iyDP/8pPz+/fFEJo2w+GcPU5Uf454RMYko6ztnrQQW0rqK1mSpTLShpMPy++my5nc/WM/FMXRHBxue64+ZgY8QrhRBCGMuk6bn8/Py7PkTFK9AqzNlwuljCBHC/+jjuqnRu4UZBwx4WiE5UNrVKxf9GtCXA3YHrt7OY/uMxtObYj04IIYSe1Gmqpu62J9kjmj0A/JrflUNXUys5MmEprvbWfDU2FFsrNTvPJvD5jguWDkkIIWoUk5OmS5cu8e677zJhwgR928aNG8nJyTFXbOIuSttrzIV0HlQfBeDXgu6yJ1mtoRtVCvFz5Z2HWwIwf+s5dp1LsHBcQghRc5iUNO3du5fWrVuzbds2Fi9erG/ftWsXCxYsMGd8ohSl7TU2UHMQW1UeUVp/TiuBsidZdefgAVb/LM5UgtMb9F8Ob+/P4x0DUBR4ftVRrt/OrNgYhRCiljApaXr55ZeZP38+27dvN2gfP348X375pbliE3fRsaE7dV2LJ0SPaHSlINYWdKeuq73sSVbdufnDsxEweRdZ4zbpm7PGbYLJu6DLNF3D3o/gzEb98dmDg2lVz5XkzDz+teIIOfkFloheCCFqFJOSpsjISEaPHg2A6o79zAIDA7l8+bL5ohOl0qhVzB4cbNBWXxVPR/VZtIqKtQXdmD04uNx7ksWnZhMVk6Z/HhWTxskbKcSnyrRfpXHzB7+2KD6t9E2KTyvwawsPvQ0dJuqm536ZBDd1U7N21hq+HBOKm4M1x6+n8PaG0xa8ACGEqBlMSpocHBxISCi+VuLo0aP4+PiU+Bphfn1DfPFy+vu28kfUulGmcHUr3hr7IP1a1i33e6w4GM2YRQf1z8csOsigz/ay4mB0uc8tzEClgn7/gSYPQl4m/DAKUm4A4O/uwMcj26JS6b6PayKuWzTU+NRsTt5IKfaQBFwIUV2YVKdp2LBhzJgxg6VLl+pHmiIiIpg0aRLDhw83d4yiFFcvncM74yx+GnhdvYSWal0i0/7+gajd4yA5XzdKUQ5jOgXwUJAzLNU9Xz2lK4q1A97ORqyzEZVDYwWPLYZFfSHhDKwcCeM3g60TPZt5M613EJ9sO8/ra08Q7OdCi7ouFglzxcFoPtl2vlj78w8E8UKfphaJSQghysKkpOmDDz5gyJAheHh4oNVq8fLy4tatW/Ts2ZO5c+eaNcCJEyeSnV38N9FevXrp79xbsmQJ27ZtMzju7+/PvHnzzBpLlZJ8jforurPJNrfYIfWuebBrnm4B8bMR5UqcvF3s8Lb7+0M2xM8FbBxNPp+oIHauMPpH+PYBiD0BaybCqBWg1vD8A0Ecu5bMrnMJTF0ewbpnu+Nqb13pIY7pFEBYkCePLdgPwOopXbCz1kgCLoSoNkxKmlxcXNi5cyd79uwhPDwcrVZLaGgoPXv2NFjjZA59+vQx2Bw4Ojqa119/nd69e+vbDh48yLlz55g2bZq+zc3NzaxxVDmZiVhpiydMBvJzIDOx3KNNopqoEwijVsLSgXDud9jyJvR9F7Vaxccj2zLos71cSczkpZ+Ps3DcfWb/v3ov3i52ONn9/SMn2M8FBxuTfgQJIYRFlOsnVlhYGGFhYeaLpgQjR440eD579mycnZ2LtQcEBDB27NgKjaUqScvOp5bvKFelxKdmcz0ujdDC51Exadg4gLezLd4ulVj2wb8DPPIVrH4a9n8OHo2h/dPUcbThyzGhDF+wny2n41iw6xJTezauvLiEEKIGMLm45eHDhxkzZgyhoaGEhoYyduxYwsPDzRvdP2i1WpYuXcro0aNxdDScIjp9+jSTJ09mxowZrF+/vkLjqAoiom9bOgRxhyq1YL7lo9CrcF/ITS/BRV1pkDb+brw1JASAD/+I4q+Ltyo/NiGEqMZMSpqWLVtG586dSUlJYejQoQwdOpTk5GQ6d+7MihUrzB9loS1bthAdHc2kSZMM2tVqNa1ataJt27bY2NjwxBNP8Pjjj9/1XDk5OaSmpho8qpPDV5IsHYK4w5hOAaye0lX/fPWUrmx8rjtjOgVYJqD7X9Jt1qwUwE9PQnwUAI939OfR0PpoFZi28iixpWzFI4QQojiTpudmzZrFV199xeTJkw3aFy5cyKxZsxgzZoy54jOwaNEi2rVrx3333WfQPmfOHLy8vPTPH374YTp16sSYMWMYNGhQieeaN28ec+bMqZA4K1p+gZbwKzLSVJVUuQXzKhUM+RSSoyH6L/hhBEzchsrJi3cebsmpmylExabxrx+OsHJSZ2ysKmEbyrRYVLdvEKLS1XJTxR4HKw04++oeQghRxZn0kzIpKYlRo0YVax85ciSJiYnmiKuYW7dusW7dumKjTIBBwgTQoUMHAgICOHToUKnnmzlzJikpKfrHtWvXKiTuihBx9TbpOfmWDkNUdVa2MHI51GkIyVdh1WjIy8beRsOCsffhbGdFxNXbzPv9TOXEE74E+8W92WT7OptsX8d+cW9Y2APCl1TO+wshRDmZlDS1adOGPXv2FGvfs2cPbdq0MUdcxSxbtgwrKyt9JfJ7ycjIuOtxW1tbXFxcDB7VxbaoeEuHIKoLRw8Y87OuJMH1Q7DuX6AoNPB05H/Ddf9Xl+y7wobjNys+lvbjS94Kpv34in9vIYQwA5Om5wYMGMDjjz/OlClT6NChA4qiEB4ezoIFC5g5cyabN2/W9+3Xr59ZAl28eDEjRozA1dXVoD0vL4/169fz6KOP6ts+//xzbt26xcCBA83y3lXNtjNxZCnOFKht0Nyt7ICVrW7D1/JIi4Xbd2yNExsJVvYypVKdeAbBiGWwfBicXA0eTaDXTB4K8WVqz8Z8tfMir6yJpLmvM/UqckbR2RdFZa9/qvi0AifXu75ECCGqEpOSpjfffBOAjz76qNixN954w+B5fn75p5EOHjzIyZMn+frrr4sd02g0rF69mtdff50WLVoQHR3NhQsX+Oqrr+jUqVO537uquXIrg4sJGVipvcjp+yEOvz+P1t4ddZZuYXjWuE3Y2zvpOjt4lL9GU/gS2PX+388XFybBPV6FXjPLd25ReRr1gEHzYf1zuu+nR2NoPYJ/92nK8WvJ/HUxkSnLI1jxREuOF7QgHjdcryQTFuxS7v0LhRCipjApaTJHIlQWjo6OrFy5kq5duxY7plarWblyJVeuXOH48ePUqVOH1q1b19jilkVTcx0auONwcwMABc2HoD6q2+fE7L+9tx8PzfoXb5dRJkPVYUQu9AlIvAD7PtFN07kFYBXQmU8fb8fAT/dwMSGDHp8cJie/8Bef5Sep63qB2YODzbKPoRBCVHeVcMtM+bVs2bLEhed3atCgAUOHDuX++++vsQkTwPaoOAD6NKsDZ3XrQwqaVeA0pLMv+LUt/qgqiUBVEb7k71E4CkfkquIi5wfeguaDoCBXtzA86TKeTrY80SUQgJx8rUH32JRspi4/wuaTMRYKWAghqg7Zw6AaScvO4+Al3TTcAKfzkJ0CTj5o/dpbOjRRXUbk1GoYthCWDICYY/DDCAqe/pPlB0ouwqkAKmDOhtP0CfaVqTohRK0mSVM1svvcLfK1Co28HPG9vlrX2GIwqDWWDk1UpWm4e7FxhMdX6Tb3vXWOtO/HkJDyTKk/DhQgJiWbQ5eT6NK4nDcWCCFENVYtpueEzraiqbmm7hC1UdcYPNSyQYnqyaWuLnGydsQtdh9vWy0tTI9KF58m1cOFELWbjDRVEwVahZ1nEwAY6nYJsm6DgycEdIWsu9ekEqJEdVvDY4tQVj7OaKvtZCi2rNV2L7HrbcUZb+dK3HhYCCGqIJOTpsOHD/Pxxx9z5oyumnBwcDDTp0+nfXtZX1MRjl27TVJGLi52VjS7/YeuscUg0EjeK8qhWX+UsBmo9nzAJOvfmcTvJXbLwRor916ATM8JIWqvarVhb2227Yyu1ECvpu5oogqrKsvUnDADdYsB9+xjSx4Zt+MqJR4hhKiqqtWGvbVZUdI03PManLsF9nWgQZilwxI1gnF3xL25/hRvT2mLi511hUckhBBVUbXZsLc2u5aUydm4NNQq6JC1W9fYfBBo5MNLVJ7zcek8veQwmbmyWbQQonaqNhv21mY7zhZWAQ9wxfb8b7rG4IctG5SodZxsNYRfvc2k78PJziuwdDhCCFHpqs2GvbXZ1sKpudF+MXA0TrdjfcP7LR2WqGXeGtKSx9ZmsO9CIv+34ggLxt6HjZVULRFC1B7VYsPe2iwjJ58DF3VTnj3y/9I1NhsIVjaWDUzUOi18nVn0VDBPLTnE9qh4nl91lM8eb4eVRhInIUTtYNJPu/z8fKMfonz2nL9FboGWwDp2uF4pHMGTu+aEJaTF0LmRB1+Pa4+NRs3vJ2N5eXUkWu3di2IKIURNIUV+qriiDXqfCEhAdfYm2DhD416WDkvUJA4eYGUL+Tl377fhefBsSo+mjfl8dDumrjjCL0dvYGej4d2HW6JSWX5fuvjUbOLTil+Ht7Mt3i5SnFMIUT4mJ02XLl1i5cqVXLp0iUWLFgGwceNG+vTpg62trTljrLW0WoXtUboq4P1UB3WNzfrrPuCEMBc3f3g2AjITycpKx37ZQACyxm3C3t4JMhNh07/h9mXdRr9PruehkGbMH9mW51cd5YeD0dhZaXhjUAuLJ04rDkbzybbzxdqffyCIF/o0tUhMQoiaw6Tpub1799K6dWu2bdvG4sWL9e27du1iwYIF5oyvVou8kcKt9BycbDX43SysAi5Tc6IiuPmDX1sUn1b6JsWnFfi1hSYPwIQ/wTsY0mNh6UCIO8WQNn7859HWACzed5n//XnOghegM6ZTAKundNE/Xz2lCxuf686YTgEWjUsIUTOYlDS9/PLLzJ8/n+3btxu0jx8/ni+//NJcsdV628/opubGBdxClXoDbJx0H2BCVDYnb3hyI/i2gowEWDoIYo4zor0/c4eGAPD5jgt8seOCRcP0drEj2M9F/zzYz4WW9Vxlak4IYRYmJU2RkZGMHj0awGA4PjAwkMuXL5svulquqNTAwzbhuoamfcHa3rJBidrL0QOe3AB+oZCVBN8NhusRjOvSgJn9mwPw4R9nWbxXfgYIIWomk5ImBwcHEhISirUfPXoUHx8fc8RV68WkZHE6JhWVSqHJrW26RpmaE5ZmXweeWAf+nSA7Bb4fCtEHeaZHY6Y/GATA2xtPs/JQtKUjFUIIszMpaRo2bBgzZswgIyNDP9IUERHBpEmTGD58uLljrJW2R+lGmR71TUSTEg3WDtCkj6XDEgLsXGDsLxDYHXLTYNkjcGUvzz8QxDP3NwLgtV9P8OvR65UfW1osqtjjhKguE6K6jCr2ONw8BmmxlR+LEKLGMSlp+uCDD0hISMDDwwOtVouXlxft27fH19eXuXPnmj/KWqhog97HnY7qGoL6gI2DZYMSooitE4z5GRr1grwMWP4Yqks7ebV/c57oEoiiwEs/R/L7iZjKjSt8CfaLe7PJ9nU22b6O/eLesLAHhC+p3DiEEDWSSSUHXFxc2LlzJ3v27CE8PBytVktoaCg9e/a0+C3HNUFWbgH7LtwCFFql7NA1ytScqGpsHODxVfDTODj/J/wwEtXI5bw1uA9ZuQX8HHGdaauOstBaQ6/m3pUTU/vxZAWEFS+b4OxbOe8vhKjRylXcMiwsjLCwMPNFIwD46+ItcvK19HCJwyb1CljZQVBfS4clLCg+NZvrcWmEFj6PiknDxqEKFG20toORy+Hn8XB2E6wajXrEd7z/6ACy87VsOH6TZ5ZHsPSpDnRt4lnx8Tj7oqj+vllC8WkFTq4V/75CiFrB6KRp+fLlRp907NixpsYj7rhrbnyd4xAHNHlQNx0iaq0VB6NZuO0EZwrzozGLDpKFXdUo2mhlCyO+gzUT4fRa+OkJNI9+y0cjhpKdV8CW03FM/D6c75/uSDN3NfsLWhCPG65XkgkLdkGjltFpIUT1YHTS9Oqrr+q/VhSFmzdvAuDk5IRKpSItLQ0APz8/SZrKQVGUwq1TFDpm7tE1Bj9s6bCEhY3pFMBDQc6wVPd89ZSuKNYOeDtXkerwGmt4dBFobODET7D6aawf+ZrPRz/KxO/C2XP+FmO/PYijjYbEvMJNvZefpK7rBWYPDqZfy7qWvgIhhLgnoxeCX79+Xf944YUXuP/++zlz5gxpaWmkpqZy5swZwsLCePHFFys24hru1M1U4lJzaGUdg0PaJd2HUFOZmqvtvF3sCLmjaGNIVSzaqLGCRxZA27GgaOGXydieWMnCce1p4u1Edr6WxMw8g5fEpmQzdfkRNp+s5AXjQghhApPWNH399dds3bqVwMBAfVvz5s35/vvveeihh/j3v/9ttgC//PJLfvvtN4O2wMBAvvjiC4O2yMhIvv76a+Li4mjVqhXPP/88bm5uZoujshTdNTfJ8wTcBho/oLvFW4jqQK2BIZ+BlQ2EL4Z1/8I2P5e07JK3MVEAFTBnw2n6BPvKVJ0QokozqeTAtWvXsLIqnm9ZW1tz7do1c8SlFxkZSXJyMlOmTNE/Ro4cadDn0KFDdOrUCa1Wy+DBg/njjz/o3r07WVlZZo2lMuim5uD+/H26BrlrTqCrP0Rs5N/PYyOrbv0htRoGfgSdpuqebnqB/hnrSu2uADEp2Ry6nFSJQQohRNmZNNLUrVs3nnnmGb755hvq1tWtRYiJieGZZ56hW7du5o4RX19fBg0aVOrxmTNn8tBDD/HVV18BMHToUOrXr8+iRYt49tlnzR5PRYlPzeb49RQaq27glnYB1NbQrJ+lwxJVQfgS2PX+388XF/676PEq9JppsbBKpVJBv3m6Ead9n/CW9ff4E8cv2vtL7H5bcSY+LbvSwxRCiLIwKWn65ptvePTRR/H396devXr6heFt2rRhzZo1Zg/y+PHjjBgxAldXV8LCwhg7dixqtW6QLDs7m127drFo0SJ9fzc3Nx544AE2b95crZKmHWeL7pqLhEygUU/dthVCtB8PzfoXb6/K9YdUKnhwDjG3Uqh7dikTrP9gAn+U2DVbseaUejtQr9LDFEIIY5mUNDVq1IgjR46wc+dOTp8+DUBwcHCFFLe0tramd+/e9OjRgxs3bvDyyy+zatUqNm3ahEqlIjo6moKCAurXr2/wOn9/f3bs2FHqeXNycsjJydE/T01NNWvcpihaz9RXdVDXIFNzooizb9VOkEqjUuF9/1Nwduldu9mp8ghxy6+0sIQQwhQmF7dUqVT06tWLXr16mTeif3j33Xdxcfl7IXS/fv1o27Ytv/76K8OGDSM3NxcKNxG+k4ODg/5YSebNm8ecOXMqMPKyyc4rYM/5WzRQxeCVcQ7UVtB8oKXDEqLcNEb+IvXW+pO8PL4l7o42FR6TEEKYwqSF4ACXLl3i3XffZcKECfq2jRs3GozemMOdCRNAq1atCAwMJCIiAgqn4gCSkgwXkSYmJt717rmZM2eSkpKif5h7AXtZHbiUSFZeAcMdjugaGt4PDu4WjUmIynTiRipDPt9LVKzlR32FEKIkJiVNe/fupXXr1mzbto3Fixfr23ft2sWCBQvMGV8xiqKQnJyMtbU1APXq1cPDw4Pjx48b9Dt27Bht2rQp9Ty2tra4uLgYPCypaGpuqE24rkGm5kQtU9fVjuu3s3j0y7/481QVvCtQCFHrmZQ0vfzyy8yfP5/t27cbtI8fP54vv/zSXLGRl5fHokWLUBRF3/bee++RkpLC0KG6pEKlUjFu3Di+/fZbEhMTAdiyZQtHjhzhiSeeMFssFUlXBTye+qp46medBZUampd+t6AQNdFHI9rQtbEHGbkFTF4Wwefbzxv8368q4lOzOXkjpdgjPlXu/hOipjNpTVNkZCSjR4+GwqSlSGBgIJcvXzZbcBqNhvDwcGbPnk1QUBDXrl0jLS2NZcuW0a5dO32/uXPncvz4cZo1a0bTpk05evQob7/9NvffX/LtzVXN2bg0biRnMdX6sK6hQXdwrITNTYWoQlyOLOC7J7/gnd8v8N3+q/z3z3OcjUvng0dbY2+jsXR4eisORvPJtvPF2qvEPoBCiAplUtLk4OBAQkICjo6OBu1Hjx7Fx8fHXLGhVqv56quveOeddzh58iR16tShadOm2NkZbh3h5OTE9u3biYyMJC4ujpCQEPz8/MwWR0Urmpp7zD4CcmVqTtRSJ1djnRzNnOFLaebrwpvrTrLh+E2u3Mpg4RP3UdfV3tIRQuE+gGFBnjy2YD8Aq6d0wc5aU3X2ARRCVBiTpueGDRvGjBkzyMjI0I80RUREMGnSJIYPH27uGPHw8KBHjx60bt26WMJ0p9atW9OnT59qlTABbDsThx+3aJwbpdtUovlgS4ckhPk4eIDVPRIKtTXYOMP1Q/D1/Yz2vMjyiZ2o42DNiRspDPl8H0ejb1dWxHfl7WJH8B37AAZXxX0AhRAVwqSk6YMPPiAhIQEPDw+0Wi1eXl60b98eX19f5s6da/4oa7DE9ByOXkumv+aQriGwGzibb7ROCItz84dnI2DyLrLGbdI3Z43bBJN36R7TjsKU3eDbCjJvwbJH6HxtMev/1ZVmPs4kpOUwcuEBfj163aKXArotbVSxxwlRXSZEdRlV7PGqu6WNEMKsTJqec3FxYefOnezZs4fw8HC0Wi2hoaEVUtyypttxNgFFgUftIqBApuZEDeXmD27+KOkp+ibFpxU4uRr2m7AFfpsBR5fBjnfwv36INeO/5IX1V9lyOo4XfjxOVEwaL/drbrnNfcOXYL/rfTYVDZ4V3UBcVbe0EUKYjcnFLQHCwsIICwszXzS10PaoOHxIIrjgjK6hhUzNiVrM2h6Gfg4BnWHTv+H8nzgt6c3Xw7/jI58mfL7jAl/vvsT5+HQ+GdUWZzvryo+x/XiyAsKwX6YrPps1bhP29k7Vs2K7EKJMTC5uKcovN1/L7nO36KcpvGvOvzO41LV0WEJYXruxulGnOg0hJRr1kr685L6XT0e1xdZKzfaoeB758i+u3Mqo/NicfXWjZIUUn1bg11aSJiFqAUmaLOjQ5STSc/IZUlRqwISpufjUbKJi0vTPo2LSpGaMqBnqtobJO3U1ywpyYdOLDLk0h9UT2uDrYseF+HSGfrGPfRduWTpSIUQtIUlTBbpXEbxtUXF4kUw7TJ+aW3EwmjGLDuqfj1l0kEGf7WXFwWjzXYgQlmLvBiOXQ5+3QaWByB9p9dswNo32oa2/GylZeTyx+BDf/XWlShbCFELULOVa0yTu7m5F8KY/GMS2M/H01RxGjQL12usWy5bRmE4BPBTkDIWbyK+e0hXF2kFqxoiaQ6WCbs9Dvftg9dOQcAaPH/rx06BPefVMI345eoPZ608RFZvGnCEhFGgV9he0IB43XK8kExbsYrlF40KIGsXkpOncuXMcOHCg2Ea5ANOnTy9vXDXCuBBb+ro7M2N1JAAfPtYaGys1bl62XExIJzopk4E2haUGTLxrztvFDm+7v2vGhPi5gI3jXV8jRLXUoDs8s1uXOF3dh80v4/lfp6m06PsU7/15kZWHogm/kkRyZi4JeW/oXrP8JHVdLzB7cDD9Wsp6QSFE+ZiUNH3zzTdMnToVHx8f6tSpU+y4JE06nmd/wPPOW5M3FP7Z41VWq0fgQQqd1IVTc1JqQIh7c/aFJ9bD9rdh3yeoDn7FJP8jtBj+IRN/ucn5+PRiL4lNyWbq8iN8NTZUEichRLmYlDS98847fPvttzz11FPmj6gmucutydtXXOYhTThqtODXDuoEWjpaIaoHjZVujZN/J/h1Klw7SLfEYQyzHsPxAu8SX6ICFqxPo0/wSJmqE0KYzKSkKTk5mREjRpg/mprG2RdF9fd+WUXF/JIzcwm/GsGzVuWbmgNddWJu37FJcmwkWNnrfiOXW6BFGcSnZnM9Lo3QwudRMWnYOIC3s23V3CKk+UB4Zif8+ASquBO8q3yC6i5L+bJzrDl2Mpj7WreuzCiFEDWISXfPhYaGcuTIEfNHU0vsPJuAi5JGN80pXUOLIaafLHwJLO739/PF/WBhD127EGVQLe/EdG8EE7cQ49uLe21GYKfKIy0prrIiE0LUQCaNNPXv359Ro0bxyiuv0KRJk2Jbp/Tr16/U1wrYFhVPH00EGrS6vbY8Gpt+svbjoVn/4u0yyiTKaFyILUPcXfVr7zYOd0WxssPNq4rfiWltT0LoC9T9bcc9u2bl5FdKSEKImsmkpOm1114D4IUXXijxeH6+/GAqTV6Bll1n4/lEXfgbfXkXgMs0nDCTohsXijTe8Kjuix6vgl/V3lMtpJ6LEb3gi50XOZhzihcfaoqLJbZgMUJ8ajbxaTnF2qvsNKkQtYhJSZMkRaYLv3IbspPpblc4NRf8sKVDEkKnGo9aaozcKFwBlv51hd9OxPDm4GAGtqpb5TYZv1t9txf6NLVITEIIHSluWcm2R8XxoPoI1uSDdzB4Blk6JCF0asGo5cfdcpl0xoEriZk8+8NRfmp6nblDQwj0qDq1zcZ0CiAsyJPHFuwHYPWULthZa6RgrRBVQLm3UUlPTyc5OdngIUq37Uw8/TVFd83JKJMQlSkofA7b6n7F7K422GjU7D6XwEPzd/PZtvPk5BdYOjwAvFXJhKgvE6IqfKgv01J1GW+V/GwVwtJMSppSU1N55plncHd3x9nZmTp16hg8RMmuJGaRcCuBHmpdhXApaClEJVNp0Fz4g/HHHudQ++30aWRLTr6W/205x4BP9rD/YqKlI4TwJdgv7s0m29fZZPs69ot7yx2xQlQRJiVNr7zyCqdOneKnn34CYM+ePfzvf//D3d2d9957z9wx1hi7LiTRW30EG1U+eDYD7+aWDkmImsHBA6zuMX1lZQvj1kKTPqDNw+34QhYmP8PazufwdtRwMSGDx785wIs/HuNWevGF2JWm/Xiyxm3SP80atwkm79KtORNCWJRJa5rWr1/P9u3badasGQBdu3ale/fuNG/enDfffJOZM6v2nTaWsvNcEk9rzFDQUghhyM0fno2AzESystKLV+GnMLFy84dG98P5LbB5JqrE87Q99hb7vVuytMFk3jntyS9Hb7AtKp5X+zdnZHt/1JVdQbyUorhCCMszaaTp5s2bBAXpFjA7Oztz+/ZtAHr06MHJkyfNG2ENkaI4EHUtjp7q47oGSZqEMC83f/Brq0syCik+rcCvre7h5v9336A+8H/7od/7YOeKJv4kEy5O40izZfTyziQlK4+Zv5zgsQV/cSYm1TLXI4SockxeCK5W617avHlz1q5dC8DWrVvx9PQ0X3Q1yB5tK8I4iq0qD9wbg0+IpUMSonbTWEPnqfDcUWg/AVRq6lz5ncUZ/2Jt82142eRxJDqZQZ/t5b3fzpBxR2HMAq3C/oIWrCvowqEryRRoFYteihCicpg0PVc0LUdhocsRI0Ywe/ZsYmNj+fDDD80ZX42xrSCU/po7ClpWsdowQtRajh4w6CPoMAE2v4rq8m7aXlnEAeeNLHd8ireiW7Fw9yU2Hr/JW0NC0CoKs9edJC7vDd3rl5+krusFZg8Opl/Lupa+GiFEBTIpaYqKitJ//fDDD3PixAkOHz5M8+bNad++vTnjq/YKtAr7CoLZrW3Fu9aLdY0hUmpAiCrHJwSeWA9Rm+DP19HcvsKTGf/hEb9WzEgfzR8pgby17A/qqNLwBDzv+L1HlQqfrziD3SNd6NnxPktehRCiApmluGWzZs0MRp+EzuaTMYW/kc6in/oQDqocruPDyVte9JNfSIWoelQqaDFIt+bpwFew+0Nckk7wNTM55xtG4O392KpK3xEh5zdrCoKOoKkTUKlhCyEqh8lJ06VLl1i5ciWXLl1i0aJFAGzcuJE+ffpga2u+yrUpKSl8++23/PXXX1hZWdG9e3cmT55s8B4fffQR69evN3hdw4YNWbLEcnVNdh6K4PNf9+t/Ix2t2QbAgfymLP3hF/mNVIiqzMoWuk+HNo/D9rfh6AqaJu+Be8yq25JH5PnLtO5YtZMm2d9OCNOYlDTt3buXfv360bFjR3bs2KFPmnbt2sXFixd5/vnnzRJcQUEBbdq0Yfjw4YwZM4bMzEzmzp3Lr7/+ypYtW9BoNACcO3cORVGYM2eO/rWOjpbbFqHgdjRdfuvLRtu8Ysces9rDY1Z75DdSIaoDZx8Y+gV0mEjyj1NwS4m650uSMnMrJbTykP3thDCNSUnTyy+/zPz585k0aZLBZpfjx4/nkUceMVvSpNFoOH78OK6uf9coCQkJITQ0lMOHD9O5c2d9u5eXFz179jTL+5bXqfOXaU3xhOlO1eU3UiEE4NeO6K7/we33e5cK2XshgSZtMqlfx6FSQjPFuBBb+ro7M2O1bneCDx9rjY2VGjcv2d9OiLsxKWmKjIxk9OjRAAZJU2BgIJcvXzZfdGCQMAG4ubkBkJmZadAeERHBgAEDcHV1JSwsjMmTJ2NlZZn9iI39TbM6/EYqhNAJqW9cgcn9F5NY8uFOhrTx45kejWju61LhsZWV59kf8Nz1PpuKcqQNhX/2eBX8pDixEKUxKatwcHAgISGh2BTY0aNH8fHxMVdsJfrggw/w9vamU6dO+jY7OzuGDRtGjx49uHHjBu+//z4///wz27Zt09eT+qecnBxycv6e009NNV8BO3cHG7P2E0JYnsbIMiFzXDfyespQfj2q8OvRG/Ru7s3Uno3p0MC9wmM0WvvxZAWEFa+c7uxr6ciEqNJMSpqGDRvGjBkzWLp0qX6kKSIigkmTJjF8+HBzx6j39ddf8+2337JhwwaDhO29997DweHvofDevXsTHBzM6tWrGTFiRInnmjdvnsEaKHMKqWfcb5bG9hOiJohPzeZ6XBqhhc+jYtKwcah5i4/bZ+/nD9v9nLG/jw9Se7Mjqg3bo+K5L7AOU3o05oHm3pW/Ncs/yVYtQpjEpIrgH3zwAQkJCXh4eKDVavHy8qJ9+/b4+voyd+5c80cJfPfddzz33HMsX76cfv36GRy7M2GisARCgwYNOHbsWKnnmzlzJikpKfrHtWvXzBarsb+RGttPiJpgxcFoxiw6qH8+ZtFBBn22lxUHoy0al9k17AEqNS2yIlhi/SEHXV/jCettnLoay6Tvw+n78W5WR1wnr0Br6UiFEGVk0kiTi4sLO3fuZM+ePYSHh6PVagkNDaVnz54Ga5zMZdmyZUyePJnvv/+ekSNH3rN/QUEBSUlJ2NmV/turra2tWUsjCCHublyILUPcXfXrZzYOd0Wxsqs+i48dPHSlCPKL36qvZ2Wru9tO0cKhhXDke7xzonlbs4iZtj+zPK8338T34aWf0/noz7NMCGvEqA7+ONoa/igu2qYlHjdcryQTFuyCxtKjU0IIVIqiVOlNk1asWMHTTz/Nd999x6hRo4odz8vL48svv+Rf//oXVlZWaLVaZs2axQcffMCxY8do2bKlUe+TmpqKq6srKSkpuLiUc9rs5jFY2OPe/Sbv0m0kKkRtsGMe7Hq/eHuPV6GX+RYfZ6an4PBf3V2pmS9F42DOaafka5CZSFZWevH1QBQmVnduDJydCsdW6AplJl8FoEBlxR905YvsvpxSGuLmYM0TXRrwVNcGuDva/F0UN+3vG0XqutqZfZuWCv17EqKaMTYHMPn2svz8fK5evcrt27eLHTPXViopKSk8+eSTuLq6smDBAhYsWKA/NmPGDAYOHIhGo+H69ev4+fkRGBjIjRs3sLa2Zs2aNUYnTGZn7G+kDh6VGZUQltV+PDTrX7y9Oi0+dvMHN3+U9BR9013XA9m56DYF7jgZzv4G+79EE/0XA9jNANvdHFOH8GX2Q3y+LYeFuy8yMKCAqEtXZJsWIaook5Km3bt3M2bMGK5fv17icXMNXjk4OLB169YSjxVt26JWq/nwww+ZM2cOZ86coU6dOgQGBuoLX1qEmz88G1G230iFqOmcfatXgmROag20GKx73DgCB76EU7/SVnuKhTanuKmuy485Xfi/6xuwLaEobpHqUhRXKo6LmsqkpOmZZ55h+PDhTJs2TV83qSJYW1sbXbDSwcGB++6rQr+BlfU3UiFE7VAvFB79Fh6cA4e/gfAl+GXH8IL1L/d8aXUpirt2zxHW7T1SrH1o91AmD+xqkZiEMAeTkqbLly/z9ttv4+TkZP6IhBCiNnCtBw++BffPgOMrydz+XxyyYu75spspmbSulABNN0azjcm2/y3WnqF5CZCkSVRfJpUcaNWqFWfOnDF/NEIIUdvYOEKHiVzo+ZVR3b/YcZFxiw6y6lA0SRlVc1cBx26TyBq3Sf88a9wmmLwLx26TLBqXEOVl0kjTxx9/zIQJE5g2bRqNGzcuVmagquwBJ4QQ1UVIfeOWOryi+YHVF28w73xbXl/rTJdGHvRv5UvfEF88napI+QYpnilqKJOSposXLxIVFcWkSSX/1lDFqxgIIUSVY2yx2+6aU3TXnKIANQcLmrPl8n18dbE9b6z1olNDDwa08qVvS1+8ne++4FpqQQlRdiYlTa+//jovv/wy06dPr9CF4EIIIf6h3Ti4EYEm/jRdNbrHbJZxRhvAn9HtWXX5Pt5c34AODTwY0NKXfi3r4ut6RwKVfI2/Tpxlwa6LJOaP1bWt2MASJxueub8RXVs1kzt7hSiFSUlTcnIyM2fOLLZhrxBCiArWYSIM/RySLutqP0X9BtF/0UIdTQt1NM9b/cINxYOt10LZcrU9725oQZtAL/q3qsuggHw8l3alqzZXtxz7ztm8PGAbFOywQTPtSJVPnKSsgbAEk5KmVq1acfz4cbp2lbsghBDCLMpaFNe9IXT5l+6RkQjn/4CoTXBxO/XyEnnSagtPsoVUxYEdN9uy5dp9bFbc+Nn27ovHNdpcCjJuoaniSZOUNRCWYFLS9MADDzBixAheeeUVmjRpUmwh+D831BVCiMoQn5rN9bg0QgufR8WkYeNQTUYfylMU19ED2o7WPfKy4NIuOLsJzv6OS0YCQzV/MVTzF3mKcTdMn7qRSut6Zr06s5OyBsISTEqa5s2bB8ALL7xQ4vH8/PzyRSWEECZYu+cIf+w9wJrCaad3F/9ENjbVZ/TBHEVxre2hWT/dQ6uFG+EQtRGifsM68bxRpwiPTqJh6zyc7axNuYpK4dhtEllBvYoll461teq8qBQmJU2SFAkhqqJ/jj6ssZ0DtXn0Qa0G/466R5+3idr+A813T73ny5KPbmBIRBJOdZvSsZEHHRu607GBO3UcbYx+6wq/O0/KGggLMHnDXiGEqGocu02C1oOLt8voAwBBzVrA7nv3e9F6DS+yhoREFyISmnF4f1MWaJuS69WK0EY+dGzoTqeG7iVPedaQu/NkobkoiSRNFahar68QojqqzZsCG8HYWlD4tES5dQ6vglT6aQ7TT3MYgOwUa44faUxEeFN+1TblVp22tGgYSKdG7nRs6E59VSIFn4bWiLvzZKG5KIkkTRVoxcFoFm47wZnC/GjMooNkYcfzDwTxQp+mlg5PCCFKNvQLVF7NIeYYRB+AawfRRh/ALiuJTqooOqmjdP0y4HxkPQ4fa8p8bTM0Dq58oK0Zd+fJQnNREkmaKtCYTgE8FOQMS3XPV0/pimLtgLdzFdnqQAhRu5SlrIG1HQR01j0AtaLArfNw7QBEH6Qgej+apIsEqW8QpL7BaHaAkctdq8PdebLQXJREkqYK5K1Kxlt9Rf88RH0FVPag8gXkP54QopKVp6yBSgVeTXWP0CfQAGTcgmsHIfoABVcPoNw4gpURmdNPW3az4rIjTeq609TXmea+zng72xYrX1Oq5GuQmYiSkUZkQQOScMbp6F+0a+Srm4Is7RrKQhaaixJI0lSRwpfArvf/fr64sH5Vj1eh10yLhSWEqMXMUdagiKMnNB8IzQeiASIPbKH15sfu+bJ38v5L/umPuHLKl/NKPX5U6nHDKhCtRzMc6zWjsZ8XzXycaebjjKvDP8oeJF+Dz++D/BwcgdaawvZto2Bb4ddWtrrksIpPAd66eZXkhGvF2t28/PH0C7RITOLuJGmqSO3HQ7P+xdtleFcIUQOF+Hsa1S9PY4d1QTZNVDdpwk36o1toTiIU3FIRfcybC0p9Vij1iLdtgNarGU5+LWhUz4c2mqsE3W16EXTTj5mJVT5pOv/7Z3S59k2x9v3+k/CcUHw9lbA8SZoqktzJI0SNc+vmVRKunaVF4fOrpw5ibecgowNluDvPesJmcPSGhChIOEt+3BlyYk5jnXQOm7xUGqriaEgcfYiAAiBW97gW7kWMUgc0936PAkUxplvJKmP6Dwjq/xxnrj1Ei9+HA3Cm/89Y2zkQ5FW1k73aTJImIYQog3+ODhR94MnoQFmowLWe7tHkAayKPowUBdLj9clUbuzpwmTqPHa5SfirE/Anwah3WLRiBVn1o3HwboCvlxf169jj7+6Ah6PN3ddOVeL0n6dfIA4ubvC77nlgSCcczLxuSupNmZckTUIIUQZB/Z/jQsLDxdtldKDsmw7/k0oFzj66R6Me2AD6GuQZtyDhLOf2/UrT88WntP5pcuY3cO4bOAe3FSduKJ6EK17EqbzIsK9Lvos/Vu6BOHg3xMfLh/rujvi72+OaeQtVZUz/VdJoltSbMi9JmoQQogw8/QJr/TRcqcpzd969OHqCoyfZ8flgRNJ0yy4Ap/xk7PJTqaNKp44qnZYU3s2cAyQUPs5CmmLPdcWTcMWTPLUd/Y2YZSz39F8ljWZJvSnzkqRJCCGE+Zjz7rwShNRzMapfnXHfo6nXDrJTIeUaJF8jP+kKGfGXyUu8iirlGnYZN3DMv42zKosWqmu0oPidbKXZtPhdklyaozh6Y+Xii52bL06efnjUcS+c+rLFwaaUj9jMxLuPxmG+0SzHJl3JrPMxFzZ+TBLOOHceT9t6Tjg6eeqSt3ImZZVxB2BVustQkiYhhBDVhrGLzfX97FzALgR8QrACiqVuuZn6pCov6SoXj+6geeyGe55/SMEWuL0Fbhu2Zyi2JChunMaVZJUbGdYe5Np5UODojdrJG2tXX7w1aXQz4hrMNZrlcOdo1uEXKbpZsdyjWcnXuLluNiGxv3JKq5tidCeNEPUVTvk+gufjc8s/xVgZ71EGkjQJIUQVInfn3UN51039k40DeDUDr2ZYA7mqJvDbvZOmS569sbVSocmMxzY7Ece8RGyUHBxVOTiq4mhAnK5jPpBe+Igz9iJ1Nq1eguITjpWjO9ZOdbBzdsfeuQ7OLm642Nvgam+Ng42m5IXtFT2aVZiUtc7PARW01lwxONw67lf4/LdyJ2UV/h5lJEmTEEJUIXJ33j3csW4qIyONi98/q1tE/dDrZllEbez0X+Ajb+qm/4ooCuSmQ3o8Snoc2bdjSE+KIed2LPmpsagy4rHKSsA+JxHn/ESsjaicPuT2d8VGsgDyFTVpOHBLcSAVRzLVTmRrnMixcibfxoUCGxecVNn0MuI60nPycVQU46uxF6mMKcbKmsYsgxqTNG3dupXPPvuMuLg4WrVqxZtvvom/v9zNIoSoXuTuPCMUrptSpafoRx8y23VFY4Z1U2We/iuiUoGtM9g6o/JojH0g2Jfy2siDO2n9+9B7vsdlu2Cs1Ao2eenYFaThoE3HmnysVFrqoFvcrldQ+LhHjvFPGUsf5abiSLbKnhy1PTlqB/I09uRbOVBg5YjW2gHF2glsHVHZOKG2dUJj74xrXgIdjTh/clYe6uw8NCoVGrUKtf5P7pmoGTs9Wa5pzDKqEUnTli1bGDBgALNnz6ZLly588skndOvWjRMnTuDqKnsFCSGqD7k7z8LMPf1XgpD6xn0uBYz7svhoVn42ZCWjZCeTk36bzNQkstOSyM24TX76bbRZySjZKRQkXSE4q3ipgX/yUSXjo0ouPP8dyVeuyZdnwPb7/hSgoQAV+ahQUKFFhRY1SuFz5c7nqqI2NVbkUdeI96jMDaBrRNL05ptvMnLkSGbNmgVAt27dqFu3Ll9//TUvv/yypcMTQogqRdZN3UUFT/9R3tEsa3uwtkflUhc7byitPGXkoV3w25B7vsfpzh9S178RuZlp5GamkZ+dRkFWGgU5aWhzMiA3HVVuBuo83cOqIBPrgixsc5PxLGnu8B/sVXlAnlHXa6qkTDNleEao9klTeno6Bw8e5LnnntO32dnZ8cADD7Bt2zZJmoQQ4h9k3dQ9VOD0H1TSaJaRa7OatepgOJplpMhDu/A0Iik71eNrmoS0R9EqFGgL0Gq1aAsK0Cp3/KnVoi0o/FNbgKLonsdcOk6XE7Pv+R7uDjb37GMu1T5punHjBoqiULeu4SCen58fW7duLfV1OTk55OT8/Q82NTW1QuMUQoiqoqLXTclI1j1U5dEsIxmblDVv2gyNdxOT3sPf2w1OmC8Wc6j2SVNenm7Yz9bW1qDd1tZWf6wk8+bNY86cORUenxBCVDUVvW6qMkayqn1iVs1Hsyo6Kaus9yirap80eXjovuGJiYkG7YmJifpjJZk5cyYvvvii/nlqaqrcbSeEEGZQGXcAVnRiVhlJWYW+R+Fo1u3okyTGXCFz7wKScCa35Wiaetvj6uFLnYCWpo9mVcIUY6W8RxmpFEVRKu3dKki9evV4+umnmTt3rr4tODiYXr168cUXXxh1jtTUVFxdXUlJScHFpfKG+oQQQpRdRW+tsX/RSwZJmb7dfxJdzDRaVu3fI/kakSvfKLVad2szVQSvsMTvDsbmADUiaXrrrbf4+uuv2b9/Pw0aNOCHH35g7NixhIeHExoaatQ5JGkSQghRpKbsqVbR71EZ11AZyWWtSpry8vKYMGECP/74Iz4+PiQnJzN//nwmTJhg9DkkaRJCCCGqnspIzGpV0lTk1q1bJCQk0KBBA+ztS6vFWjJJmoQQQojaydgcoNovBL+Tp6cnnp6elg5DCCGEEDWQ2tIBCCGEEEJUB5I0CSGEEEIYQZImIYQQQggjSNIkhBBCCGEESZqEEEIIIYwgSZMQQgghhBEkaRJCCCGEMIIkTUIIIYQQRpCkSQghhBDCCDWqInh5FO0mk5qaaulQhBBCCFGJij7777WznCRNhdLS0gDw9/e3dChCCCGEsIC0tDRcXV1LPV6jNuwtD61Wy82bN3F2dkalUpn13Kmpqfj7+3Pt2rVatRlwbb1uavG1y3XXruumFl+7XHfNum5FUUhLS8PPzw+1uvSVSzLSVEitVlO/fv0KfQ8XF5ca9Y/MWLX1uqnF1y7XXfvU1muX66457jbCVEQWggshhBBCGEGSJiGEEEIII0jSVAlsbW2ZPXs2tra2lg6lUtXW66YWX7tcd+26bmrxtct1167rLiILwYUQQgghjCAjTUIIIYQQRpCkSQghhBDCCJI0CSGEEEIYQeo0mVl0dDTJyck0adIEBwcHg2O3bt0iKiqq2Gs6d+6MlVX1/FYoisK+ffuKtQcFBeHj42PQlpeXx6lTp7C1taV58+ZmLyJamQoKCti/f3+JxwICAggICADg9OnTJCUlGRyvU6cOISEhlRKnOZ0+fZrk5GS6du1a4nFFUTh9+jT5+fmEhISU+G/amD5VTVxcHOfPn6dly5a4ubkVO67Vajl//jwqlYqGDRtibW1tcPzy5cvcuHHDoM3e3p777ruvwmMvj9zcXCIiIvDy8qJJkyYGx1JTU4mMjCz2mnbt2uHo6GjQlpaWxtmzZ/H09KRBgwYVHrc5nDx5kvT0dDp37mzQnpKSwokTJ0p8TUhICHXq1AHg0KFD5ObmGhy/8+dCVVRQUMD58+dRq9U0atSo1P+b169fJzY2lqCgoFLrGhnTp9pShFmsWbNGadGiheLv76+0bNlScXR0VN555x2DPitXrlSsrKyUbt26GTySk5MtFnd5ZWVlKYDSqlUrg2vasGGDQb9du3Ypvr6+SmBgoOLp6am0bNlSuXTpksXiLq+0tLRi38fWrVsrgPLFF1/o+w0cOFDx8/Mz6Pfvf//borGX1YoVK5QOHTooderUUWxtbUvsc/bsWaV58+aKt7e34u/vr9SrV0/566+/ytynKjl69KgyYsQIxdvbWwGU33//vVif999/X6lbt67SvHlzpWHDhkrdunWVX375xaDP888/r9SpU8fg38DIkSMr8UrKJjk5WZk5c6ZSr149xdHRUZkwYUKxPnv27FEApWvXrgbXdf78eYN+33zzjeLg4KA0a9ZMcXR0VPr376+kp6dX4tWUzXfffaeEhoYqderUUVxdXYsdP3z4cLH/940aNVIA5eDBg/p+Pj4+StOmTQ36LVy4sJKvxnjvvvuu4uvrq/937Ofnp6xdu9agT3Z2tvLYY48p9vb2SosWLRQ7Oztl/vz5Ze5T3UnSZCYfffSRcubMGf3zLVu2KBqNRlm3bp2+beXKlYqHh4eFIqwYRUnTnj17Su2TlpameHl5KS+++KKiKIqSl5enPPjgg0qXLl0qMdKK98EHHyi2trZKYmKivm3gwIHK888/b9G4yuuNN95QDhw4oHzzzTelJk3t2rVTBg8erOTn5yuKoijPPPOM4ufnp2RlZZWpT1WyfPlyZeXKlcqNGzdKTZpef/11JT4+Xv983rx5iq2trXL16lV92/PPP68MHDiw0uIurzNnzijvvvuuEhsbq/To0eOuSdPdvneRkZGKWq1WfvjhB0VRFCU+Pl5p0KCB8txzz1Vo/OXx2muvKeHh4cpnn31WYtJUkhEjRigtWrQwaPPx8VGWLVtWQVGa32uvvaYkJCTon8+dO1exs7NTrl+/rm+bNWuW4ufnp2/bsGGDAij79u0rU5/qTpKmCtS8eXNlxowZ+ucrV65U3N3dlVOnTiknTpxQsrOzLRqfORQlTatWrVLCw8OVpKSkYn1++OEHRaPRKLdu3dK3bd26VQEMEs3qrnnz5sro0aMN2gYOHKhMmDBBOXz4sHL16lVFq9VaLL7yKi1pOnLkiAIoBw4c0Lddu3ZNUalUyq+//mp0n6oqISGh1KTpn5KTkxVAWbNmjb7t+eefV/r06aNEREQo58+f1yeN1cG9kqbjx48rx44dUzIyMor1efHFF5UmTZoYtL3//vuKq6trlf87MDZpunXrlmJra6t89NFHBu0+Pj7KRx99pBw+fFiJi4urwEgrxq1btxTA4Jd+Pz8/ZdasWQb92rZta/Dvw5g+1Z0sBK8gCQkJXL16tdhagKSkJIYOHcrQoUNxd3fnP//5j8ViNKdnn32W8ePH4+vry/Dhww3W8Rw9epQGDRrg4eGhb+vYsaP+WE2wb98+oqKimDRpUrFjy5cvZ+LEibRt25YWLVqUuhaquir6HoaGhurb6tevT926dfXHjOlTExw+fBig2P/77du38+STT9K9e3f8/f1Zt26dhSI0ryFDhjBixAjq1KnDjBkzKCgo0B87evRosXVbHTt2JCUlhUuXLlkgWvNbvnw5iqLwxBNPFDv21ltvMXHiRBo2bEjv3r25evWqRWI0RdG/48aNGwMQHx/PzZs3S/x+Fv3/NaZPTSBJUwXQarVMmDCBunXrMmbMGH17w4YNOXbsGOfPn+fixYv88MMPvPbaa6xcudKi8ZaHWq1myZIlxMfHExkZSVRUFEePHmXq1Kn6PklJSQYJE4CzszPW1tbFFklXV4sWLSIoKIgePXoYtI8dO5b4+HiOHTtGTEwMnTp14uGHHyYxMdFisZpbUlISLi4uxRZAe3h46L+/xvSp7m7fvs3UqVMZMmQIrVu31rf37t2b69evc+LECW7evMmECRMYOXIkZ86csWi85eHp6cmuXbu4cuUKZ8+eZfv27XzxxRd89NFH+j4l/b8vel5TvueLFi1i2LBhxa7zvffeIzExkWPHjnHlyhUyMzMZNWoU1aGWdGJiIv/6178YNmyY/oaVou9XSd/PO/+P36tPTSBJk5kpisKUKVM4cOAAGzZsMLiTpFOnTrRp00b/fOjQofTv359Vq1ZZKNrys7Gx4amnntLfCdewYUNeffVVfvnlF/3dI9bW1mRnZxu8Lj8/n/z8fGxsbCwStzmlpaXx008/MXHixGJ3BI4aNUq/E7itrS2ffPIJ8fHxbN++3ULRml9J31+ArKws/ffXmD7VWXp6OgMHDsTV1ZXvv//e4NiQIUPw9fWFwl8y5syZg4uLC2vXrrVQtOXXvHlz7r//fv3zbt268cQTTxj8LCvpe56VlQWFPzequ8OHD3PixIkSR5effvpp/d1nXl5evPPOOxw4cIArV65YIFLjpaamMmDAADw8PFiyZIm+veiXnZK+n3f+H79Xn5pAkiYzUhSF//u//+PXX39l27ZtBAcH3/M1Pj4+xW5Hru58fHzIz88nPj4egMDAQG7evGnwW1bR86p8C66xfvzxR3Jzc3nyySfv2dfV1RU7O7sa9T0PDAwkNzeXW7du6dsKCgqIi4vTf3+N6VNdpaen079/f7Kzs/nzzz/veYu1Wq3Gy8urRv0boISfZYGBgcWuseh5df+eUzjK1LhxY3r16nXPvkXlV6ry9zwtLY1+/fpRUFDAn3/+qf9lD6BevXpoNJoSv59F30tj+tQEkjSZ0bPPPsvq1avZtm0brVq1KnY8IyPD4HlOTg67d++mZcuWlRilef3zmgD+/PNP3N3dqVu3LgB9+vTh1q1bBmt51q1bh4ODA926davUeCvCt99+y5AhQ4rVpcrNzSU/P9+gbffu3WRnZ1fr7/k/3X///djY2LB+/Xp92/bt20lLS6NPnz5G96mOMjIyGDBgABkZGWzduhV3d/cS+9zpypUr+rpP1dU/r0lRFLZu3WpwTX369GH37t2kpKTo29atW0e7du2KTeFUN5mZmaxcubLE0eXSfiZaWVnRvHnzSozSeEUJU25uLlu2bClWj8zOzo6wsDCD/79ZWVls2bJF///XmD41QdWvLFdNvPzyy3z99dd89tlnpKamsnfvXgC8vb1p2rQpFK5vad68OV27diU7O5svvviC27dv8/rrr1s4etN999137Ny5U7+w/ffff2fBggV89dVXaDQaAO677z6GDx/OuHHjePfdd0lJSeG1115j1qxZODk5WfoSyuXUqVMcPHiQOXPmFDsWHx/P4MGDmThxIkFBQZw9e5Z33nmHAQMG8MADD1gkXlOcPXuWhIQELly4gKIo+n/bbdq0wdnZGXd3d1555RX+/e9/o9VqcXBw4JVXXuGJJ57Qj7Ya06eqKSpGW/Shf+rUKZycnPD39ycwMJCCggIGDRrE6dOnWbx4MadPn9a/tnHjxvpfGtq3b8+ECRNo2bIlN2/eZN68eYSEhJS4eLiqKPoep6SkEBcXx969ew0Kcr744ovY2trSs2dP1Go1S5cu5dixY2zdulV/jieffJJPP/2UIUOG8OKLL3LkyBFWrFjBxo0bLXZd93LmzBkSExO5dOkSBQUF+r+Hfxbt/Pnnn8nMzOSpp54qdo6dO3fy8ccfM3r0aPz8/Ni3bx8ffvghM2fOxNPTs1Kvxxj5+fkMHDiQc+fOsWTJEk6dOqU/1qRJE/3U8jvvvEOvXr14+eWX6d69O1988QVubm5MmTJF39+YPtWdSqkOK9OqgSeeeKLEO0L69u3LG2+8AYVzvV9//TU7d+4EoHXr1kybNq3a/9a1adMmfvrpJ+Li4mjUqBGTJk2iXbt2Bn1yc3P55JNP2Lp1K7a2tvokqrpbtGgRv/76K+vXr0etLj5we/HiRb744gtOnTqFj48PDz30EGPGjKlW1dDfeustgw/DIgsXLtQnPIqisHTpUtasWUN+fj59+/bl2WefNVj4bUyfqmTbtm3Mnj27WPvYsWOZMmUKWVlZpf4G/eKLLzJs2DAoTJ4/++wzIiIicHV1pVu3bkyePLnKrvMoKCgodkMDhXc7Fq1Zys/P57vvvmPz5s1kZ2cTHBzMc889R/369Q1ec+vWLf7zn/9w9OhRPDw8mDJlilHTWZby2muvsXv37mLtS5cuNbgjsuhOwTsXvt/pr7/+YsmSJURHRxMQEMDo0aOr7HWnp6fTr1+/Eo/NmDGDoUOH6p/v37+fzz//nNjYWFq2bMmrr76q/+WgLH2qM0mahBBCCCGMIGuahBBCCCGMIEmTEEIIIYQRJGkSQgghhDCCJE1CCCGEEEaQpEkIIYQQwgiSNAkhhBBCGEGSJiGEEEIII0jSJIQFXL9+nV9//bVS3uv8+fP89ttvZj/v5cuXDbZMqKoq6vqrk/J8r06fPs2qVatYtWoV58+fN3tsxrh+/bo+hiNHjlgkBiGQpEkIyzhw4ECJu6OX16VLl9iwYYNB2x9//MGLL75o9vfatWsX//d//2f285pbRV1/dVKe79Uvv/zCs88+y9q1a7l8+bLZYzPGjRs3WLt2LS+99BKLFy+2SAxCIEmTEDXL9u3bee655ywdhqhiGjZsaLAdRlk1adKEVatW8dBDD5k1LmN16tSJVatW0b59e4u8vxBFZMNeISqBoijs37+flJQUWrduXWq/q1evcuzYMTw8PAgNDcXBwUF/7Pz585w/f54+ffpw/Phxbty4QadOnfQbat64cYPDhw+TkZGh3yOsTZs2+tfn5+cTGRlJTEwMbdu2pV69eqXGERsbq98j0d7enmbNmhm9Q3tkZCQXLlygbt26dOrUyWBPvqJreOihh+4ai1arZf/+/aSmptK6dWsUReHw4cM88sgjpb5vYmIiERERWFlZ0b59e1xcXAyOG3P9pcWen5/P6tWr6du3L3Xq1AFgx44d5OTk6PftyszMZP369QwePFi/uaux388DBw4QExPDI488UmwvPmO+F+vWrcPf35/Q0FB92+HDh4mNjWXw4MEEBATQt2/fMv193c2dsUdGRnLjxg3at2+Pn58feXl5/PXXX2RkZNC5c2fc3d3L/TohqgpJmoSoYLm5uQwaNIijR4/SoUMHIiMj9RvdFlEUhenTp7N8+XI6d+7MrVu3iImJYc2aNXTo0AEKp5neeecd6tWrh729PVqtlmPHjrFq1SqGDBlCTEwMR48eJTMzk7Vr1wLoP6RTUlIICwvD1tYWgIMHD/Ljjz8yZMiQEmOOi4vTnyMjI4N9+/bRv39/li9fXupmw/n5+YwYMYKdO3fSuXNnIiMj8fX15ffff8fLy0t/De+++y4N/r+dOw+J6mvjAP6ttLFmklDHZlzGxLSVsVLTynLUKFPTyQoLJstKIgorkBKSIoqI0hFx8lcZWLRgjlj2R9Fio6GkFi0uYILV2GLlNoxRZjHn/ef1wnUZr5Vv/V6fz3/ndM89zz0P5OM9xzt16qCxdHd3Y+XKlairq0NAQABqa2sxc+ZMPHnyZNCi6fr160hISICfnx/Gjx+PpqYmnDlzBuHh4YKef6jYbWxssG/fPvT09CAhIQEAsH79epjNZphMJohEIhgMBmzfvh3r1q0bVj4VCgXs7Ozg4uKC6OjofkWTkFwYjUZs3rwZz58/h0KhQFNTE8LDw5Geng78d3suLS2Ne96h1msovbE7OTlhypQp+Pz5M2pqaqDT6aDVauHi4oLOzk40NzejoqIC3t7evzSOkL8GI4SMqKysLCaTyVhLSwtjjLG2tjbm4eHBHB0duWvOnj3LvLy8WFtbG9d39OhRNmPGDK6dnZ3NALCTJ09yfYcOHWIymYx9+fKFMcZYbm4u8/Dw4M3fO66wsJDrS0lJYUqlUvAztLa2MrlczrtHXl4ec3V15do6nY45ODgwo9HIGGPMbDYzpVLJkpKShhWLVqvlrVd7ezvz9PTkrVdf/v7+7NixY1y7vb2dlZaWCp5TSOwajYYlJiYyxhirq6tjkydPZl5eXqysrIy7Z2RkJGPDzGdeXp7Vte9roFxYLBYWERHBli5dyrq7u1lgYCCLjY3l/r1vrqytV19HjhxhgYGBvL7e2K9du8b1RUdHMwDs1q1bXJ9KpWI7duz45XG9YmNj2c6dOwWsEiEjg840ETLCCgoKoNFouG00R0dHbN26lXdNXl4elEolDAYD9Ho9CgoKIJFI0NDQgJaWFu46kUjEO7OUkpKCT58+4cGDB1ZjkEqlWLNmDddWqVR48eKF1THfv39HZWUlioqKcO/ePbi7u6O6unrQ6/Pz86HRaKBQKAAAkyZNQnJyMq5evTqsWAoLC3nr5eDg0G+9+powYQIaGxvR3d3NjQkJCRE8p5DYVSoVDAYDAKC0tBQhISEIDQ3l9alUKmAY+bS3t8emTZusPhsE5GLMmDE4f/48GhoaEBAQgObmZpw7d+6n10sIZ2dnqNVqrh0UFASFQsFtV/b2NTY2/pZxhPwNaHuOkBHW3NyMDRs28Po8PT157devX6OnpweFhYW8/vj4ePT09HBtuVzObTEBgEQigVQqhdFotBpD3/MhIpEI3759G/T62tpaREZGcmdoxGIxPn78iE+fPg06xmg0Yu3atbw+Ly8vmM1mdHZ2cmeBhorlzZs3mDp1Ku+avu2+srOzkZSUBKlUikWLFiEmJgbbtm3j1mqoOYXErlKpsG3bNrx+/ZorkKRSKXJzc7F37148ffoUOTk5wDDyKZPJBt3u7CU0F1OmTMGuXbtw8OBB5OTkwMnJ6afXS4jefPYSiUQD9vUWZr86jpC/ARVNhIwwR0dHdHZ28vr6tu3t7REWFoYTJ05YvZfJZOK1GWMwmUxWf0D+jAMHDiAsLAwXLlzg+iIiIsAYG3SMk5MTOjo6eH0dHR2wtbUd1iFjBweHfs/Zd7368vX1RXV1NVpaWlBSUoLDhw+joqICV65cETSnkNi9vLzg7u4Og8GABw8eIC0tDVKpFFu3bsXdu3chFou5g9hC8zlUwYRh5OLt27fIzMzErFmzoNVqsXHjRkgkkgHv+avrRchoRdtzhIyw4OBgFBcX837IFRUV8a6JiIjA5cuX0dXVxet/9+4dr20ymbi/pAKAmzdvwmKxcIeLJRLJb/kN/cOHD5g+fTqvXVFRYXVMcHAwrl+/DovFwvXp9XosXLgQ48aNEzz34sWL+32IcagPM/auk1wuh0ajQXJyMiorKwXPKTT2kJAQ5OTk4MePH1AqlXBxcYG7uzuOHz+O4OBg7lqh+RRCSC4sFgsSEhKwYMECVFdXw8bGBrt37x70nr+6XoSMVvSmiZARlpqaCqVSiZiYGKxatQp3795FXV0d75qDBw+ipKQEAQEBSEpKwsSJE1FVVYWXL1/yziuJxWIkJCQgOTkZFosFx48fR3JyMtzd3QEA8+fPR2trK44ePYpp06bxPjkwHGq1GhkZGbCzs4ONjQ2ys7NhY2P9v4u0tDTo9XpERkYiLi4ODx8+RHFxMa/IE2L//v2YO3cu1Go1oqKiUFJSgqdPn1p9KxMXF4fZs2cjMDAQX79+hVar7bcl+jtiV6lUuHTpElavXs3Fo1KpcO7cOd5bJaH5FEJILtLT01FbW4uamhqIxWJcuXIFQUFBiIqKQlxc3G9fL0JGKyqaCBlhrq6uePz4MU6dOoXHjx9j2bJl2LNnD2+7xcHBAdXV1bh06RKqqqpgZ2eHZcuWYf369bx7ubm5Qa/XIz8/H+/fv4dWq+UdJPbx8cHNmzdx48YN1NfXY+LEifDx8UFUVBTvPjKZDPHx8YPGnJqaCjc3N5SVlUEkEiErKwuvXr3ifXOp7wcTnZ2d8ezZM5w5cwbl5eWQyWR48uQJ75tCQmJRKBR49OgR/vnnHzx69AihoaFYsmQJMjIyBo23vLwcly9fxsOHDzF+/HhkZWVxsQmZU0jsALB8+XLEx8fzCowNGzagq6uLN4eQfA4U10CGyoXZbEZ9fT0uXrwIuVwOAJg3bx5Onz6N+/fvIzY2tl+urK3XQNrb25Gfnw8/Pz94e3sPGPuMGTN4h7kBYM6cObz2z457+/YtysvL8e7dO7i5uQ25ZoSMlDHM2iEFQshfQ6fTQafToaGh4U+HMuI6Ojp4h7fVajVsbW2h1+v/aFyj0bVr17i/ItyyZcsf+Sp4VVUVMjMzAQArVqxAYmLi/zwGQkBFEyH/HqOpaPL390dMTAzkcjlu376NO3fuwGAwwM/P70+HRggZxeggOCH/EkK3c/4f3LhxA2PHjkVlZSV8fX1RX19PBRMh5I+jN02EEEIIIQLQmyZCCCGEEAGoaCKEEEIIEYCKJkIIIYQQAahoIoQQQggRgIomQgghhBABqGgihBBCCBGAiiZCCCGEEAGoaCKEEEIIEYCKJkIIIYQQAf4DFUcMJKxSxLIAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 600x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_ = plot_longitudinal_profile(obs)"
]
},
{
"cell_type": "markdown",
"id": "adbbd0ef",
"metadata": {},
"source": [
"### Transverse profile\n",
"\n",
"Same idea, binned by perpendicular distance from the shower axis instead of depth — a Molière-radius-style lateral containment check."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f3652b29",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_ = plot_transverse_profile(obs)"
]
},
{
"cell_type": "markdown",
"id": "de4713d9",
"metadata": {},
"source": [
"### Shower-maximum depth\n",
"\n",
"Per event, the depth bin where that event's longitudinal profile peaks — compares the real vs. generated distribution of shower-max depth across events, rather than the pooled profile above."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "78bf19d5",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_ = plot_shower_max_depth(obs)"
]
},
{
"cell_type": "markdown",
"id": "f8dabe1c",
"metadata": {},
"source": [
"## Particle-species (pdg) contribution shares\n",
"\n",
"Dataset-wide (not per-event) breakdown of which pdg species contributed how much of the total deposited energy / total length traveled, real vs. generated. Pure lazy `group_by(\"pdg\")` over the whole file — no post_pos reconstruction needed since these are scalar sums."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d4ef0559",
"metadata": {},
"outputs": [],
"source": [
"from giant.analysis import pdg_contribution_table_pl\n",
"from giant.analysis import plot_pdg_energy_share, plot_pdg_length_share\n",
"\n",
"pdg_table = pdg_contribution_table_pl(FILE)"
]
},
{
"cell_type": "markdown",
"id": "44aa3ad3",
"metadata": {},
"source": [
"### Energy share by particle type\n",
"\n",
"Two pies side by side — real and generated — so the breakdown of which species deposits the energy can be compared directly. Small contributors are lumped into \"other\" (see `max_slices`)."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "06952b61",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 900x450 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_ = plot_pdg_energy_share(pdg_table)"
]
},
{
"cell_type": "markdown",
"id": "7b1ee5f0",
"metadata": {},
"source": [
"### Length-traveled share by particle type\n",
"\n",
"Same breakdown, but by total path length traveled (`sum(step_length)`) rather than deposited energy."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d46f1d96",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 900x450 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_ = plot_pdg_length_share(pdg_table)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "c61eeb68",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "giant (3.12.13.final.0)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.13"
}
},
"nbformat": 4,
"nbformat_minor": 5
}